{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据分析和特征工程"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "%matplotlib inline\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>instant</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2011-01-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2011-01-03</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>120</td>\n",
       "      <td>1229</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2011-01-04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2011-01-05</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "instant                                                               \n",
       "1        2011-01-01       1   0     1        0        6           0   \n",
       "2        2011-01-02       1   0     1        0        0           0   \n",
       "3        2011-01-03       1   0     1        0        1           1   \n",
       "4        2011-01-04       1   0     1        0        2           1   \n",
       "5        2011-01-05       1   0     1        0        3           1   \n",
       "\n",
       "         weathersit      temp     atemp       hum  windspeed  casual  \\\n",
       "instant                                                                \n",
       "1                 2  0.344167  0.363625  0.805833   0.160446     331   \n",
       "2                 2  0.363478  0.353739  0.696087   0.248539     131   \n",
       "3                 1  0.196364  0.189405  0.437273   0.248309     120   \n",
       "4                 1  0.200000  0.212122  0.590435   0.160296     108   \n",
       "5                 1  0.226957  0.229270  0.436957   0.186900      82   \n",
       "\n",
       "         registered   cnt  \n",
       "instant                    \n",
       "1               654   985  \n",
       "2               670   801  \n",
       "3              1229  1349  \n",
       "4              1454  1562  \n",
       "5              1518  1600  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# load dataset\n",
    "data = pd.read_csv(\"./Dataset/day.csv\", index_col = 'instant')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "season        0\n",
       "yr            0\n",
       "mnth          0\n",
       "holiday       0\n",
       "weekday       0\n",
       "workingday    0\n",
       "weathersit    0\n",
       "temp          0\n",
       "atemp         0\n",
       "hum           0\n",
       "windspeed     0\n",
       "cnt           0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 去除无关数据\n",
    "data=data.drop(['dteday','casual','registered'],axis=1)\n",
    "# 预检查特征数据是否含空值\n",
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "season          int64\n",
       "yr              int64\n",
       "mnth            int64\n",
       "holiday         int64\n",
       "weekday         int64\n",
       "workingday      int64\n",
       "weathersit      int64\n",
       "temp          float64\n",
       "atemp         float64\n",
       "hum           float64\n",
       "windspeed     float64\n",
       "cnt             int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看特征数据的类型\n",
    "data.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 根据yr字段划分数据集\n",
    "train_data = data.loc[data['yr']==0]\n",
    "test_data= data.loc[data['yr']==1]\n",
    "\n",
    "train_data= train_data.drop(['yr'],axis=1)\n",
    "test_data= test_data.drop(['yr'],axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 对训练集的输入特征进行分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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fczFdWZ8v9YbjY7Ao3KFeCLcg4Dg+W8ONB8YB9NbBOJt9+ZtvP4Pbn5iKLT+5UMfuoSIY\nY9g/WsbEfB2uH+jwaLmNcGt6QdtwmhZuMsetnBONV6ubvFVGFk0vQM400Je3UHP8NQ+Ne3L7pxZ7\nK9zWynEbLecBAGN9eZ3zRhBZkHAjiE2AqsRbTRXjaqi7vm4W2wvhNldz4AUcV+wUeT3z6yjcHjwx\nj1OLjZbigFMLdewaKgAA9o2V4QccE/P1WKjU9XmqCHG8AA03iOUGRlHvVzluxZwYYtNwtmbhR9MN\nkLMMlPNCoNbdtXXdlKA+udDrHDfxWfdSXM1Vw35+Y/15ctyIjpBwI4hNgBJufrB+OW7acevBRVcl\njV+6XQi32XUUbioPyvGDWPXsyYU6dg8XAQD7RsUg+GMzVS2e+6QIcVM+EyXusly3uaooRFB93Iq2\n2FbN3aqOm4+8ZWiButbhUvUZnVqjUGkv89Biwq2co+IEoiMk3AhiE6AudOvmuEVCpasZ86Q4syQu\nfLuGihgs2uvmuAUBxy2Pntb5e8p1a7g+Fmoudg5K4TZWBgAcnalqN6ckRUhagYJaJyukNl9z0F+w\nYJuG3JZ0orZojlvTC5C3DB0S7lSgcOehmVWlBXjy+E9Xmj3tO6hCpe1uNGqOh4dPLHS9zdllB6MJ\nxy2rSOXWx07jx/7027EbDOL8g4QbQWwClrXjtj7CrRFz3FYv3JTjtn0gj5FyblWO21LDxf3H587q\nuU9NVjC11MQNMtdOteRYkv+r9zxazqE/b+H4bFULtb68EG5pYlqJW9X2I0l03BUAFLeYcDsxV8Ob\n/+cPsVgX77/pBcjbphao7Ry3IOD41c/cg7/65sGzfv3oZzK12Dt3rJtQ6T/c/Sze+Dc/6FpcxRy3\nvhyaXpA5RePQ1DKOzFRxcKqywj0nthIk3AhiE6AcCm8dQ6XlvImcafQkx21KOm7j/UK4raYv1t/e\neQxv/fjdZ9Uq5ekp0QX/JReNAggdt6W6+L+/IMQZYwwXjpVwdLYWKU4QIiTNcVPL5jLe13zN1TmD\nQBgqXevcr3PFIxOLuOfoHI7NiEpcR4ZKSzpUmu24LTseXJ/jnqNnJ8aB+N/JyR6GS5UebFcFLYpY\neFfOdN3xUXd9jPSJc0EVKWSFS9U5/ujJxZXsNrHFIOFGEJuA5eb6h0oLtom8ZfQk9DRVaWCknEPe\nMjFcyq0q2fv4bBWOH5yVcDs4tQzbZHjeHtG1Xgk35bwNSMcNAPaNlmOOW1k7bm1y3LJCpVUHI6Vw\n2904UZsJ5TYp8aJDpVLsVpvZ73NJunQHp5bPOoTuRf5OepnnpgpR2jnEKsTbTeWsEoDRUCmQnUPn\nym0+RsLtvIaEG0FsAmrrHioNULRN5O3eOG5nlhrYJi9So6t03Cbkhdn1wmPzye8dwfcOTXd87qGp\nCvaPlXV1ZxgqFcd7QDpugGiQOjFf125Rn3SP0o5H5+IER7cCAYCCvbVCpQ0p7tVxUFWlRbtzcUK0\nuve+4/P4xiOncGiFocGomD7dw5Yg3YRKz1QasXXbETZiVu1A1KD5DOEmj+djJ3s7L5XYXJBwI4hN\nwLJuB3LuQ6We7F1WtEWo9Gznc0aZWmpi+4BotTFczmGu6pz11AA1U7TpCzHAOcef334QN997ouNz\nn56q4MD2fh0STTpu/YXQFds5WIQfcJxeFBfmdo5b02/vuC3UHC0WgUhxwhYJlao8SC3cPB95y0TO\nElUg7c5j5bgBQoD/p394EJ/83tEVvb4XEU29bAmiihMW627mezgjHTe/i/NZCUCV46b+V1XHSdRr\nPj1Z6cnfIbE5WVPhxhg7xhh7lDH2EGPsPrlshDF2O2PskPx/WC5njLG/ZowdZow9whi7NrKdt8v1\nDzHG3r6W+0wQGxHlUKyH49aQF4hizkTeNnvjuFUa2D4gXIaRsg3X55kJ2e3w/ACTstBBhZHnay5q\njt+xKrHmeDgxV8dl2/sxIAWaKkpQOW4DEeE2LEOb6sKsihOSF1DOecRxa70AO16AquPr7QFhccKW\nCZV66aFSVUXbVrhJ8dyXt3C3zHNb6eB1tf1yzuxpqDT695clysNQaeftqZCrCpWqYpisubUqVOr4\nARUonMecC8ftFZzz53POr5O//w6Ab3LODwD4pvwdAH4cwAH5750APgYIoQfgAwBeBOB6AB9QYo8g\nzhfWswGvCg3qHLdVukJ+wDFdCR03FSaaz3AZ2nGm0tQXUxVGOjEnRk11utgflvNRL93eh75Mxy0M\nlapigjNSKJZUH7eECIm6PWmhUvVZKuEHAAVrqztuAfJ2KNy8NuexOvY/epmo9B0s2ituSqu2v3e0\n3Fvhxjks2TsmrYBguelp8d1NIdGczHFTxQlF24RlMF2Nm8T1Apjy9SnP7fxlPUKlbwDwWfnzZwH8\ndGT557jgLgBDjLGdAF4D4HbO+RznfB7A7QBee653miDWEzUKaT0a8Kpu/kVdnLC6fZhdbiLgwDYt\n3ITLsJJ5pQs1B09NLsUqBpWAmpCh006O28EpIdwObO+HaTCUc2ZYVdpwYRpMhzABYFjup6qILWc4\nbtHfU4Wb/CxLEeFmGAwF20B9i4y8Sua4OV6AvGXCMoXoaFdxqUKl73nlAXz4F67BTVdsx8wKe7op\n0bR3pKhD270gCDjG+sSNRlqPvug5163jZpsM/fmwenmgaGvnN4nrB9g1VEA5Z+KpSXLczlfWWrhx\nAP/GGLufMfZOuWw75/y0/HkSwHb5824A0aSUCbksazlBnDeoKjxvHUKlygUq5kzkrNXnuCnho4oT\ntOO2ggKFv/nOEfzMR36AZ6RrBoRFAmq4e6Xhte2ldXCqgpxl4MIRMRWhv2Brt6fS8NBfsMAY0+ur\nnDTVg06HSv02wi3FRVSOTDlnxZaXctbWc9x0qFS0A8mtIFR64WgZP/m8XRjrF9MEVpIDqZzpPcMl\nLDe9swrDp+FzjvF+1bKjVUwqN1at24m5ZdHDLXqeDRQsHapP4gYcOdPAWH9+VQU9xOZmrYXbDZzz\nayHCoL/BGLsx+iAXf4k9uRIxxt7JGLuPMXbf9HTnajKC2Eyo8Fq7ENNaoYWbbSJvmS3tQJ6aXMK9\nx7rvuRU235WOmxREK2kJMl1pou76+MpDJ/Wy0HGr6WXtQmwHpyq4eLwPlhQT/QUr0sfNjeW3AeF4\nqpnlJgwW9l5rcdz0ZAWzbahUhVoVRdvcMjlu6hxxIzluOav7UGnRFjcJADDel4fjB1rQdYN63T1y\nZNnUUm9ctyCAzs1MO7ei4fluq0rVjYuirePmBbBNA0OlXGr+JHF+sKbCjXN+Uv5/BsA/Q+SoTckQ\nKOT/Z+TqJwFcEHn6Hrksa3nytT7OOb+Oc37d+Ph4r98KQawrK8mb6TWqRUUhI1T6p7cdxG9/8ZGu\nt6eS+5XjpkKQnRyET995FL/+9/cDCIsI7joSCkblspyYC8On7cKlh6aWcen2Pv17f8FCpRl33KLk\nLdH5P+CAbUYT7eMXaCXkdgwUUHP8Ftcvy3Er5syt0w4kmePmiuKE7kKl8WOvQpMryXPzIo4bAEz1\nKFzqBxxDpRxsk6XmuKlRbkBYgdqOE/M17B4qxJYNFOxYZW0U15fCrWhjgRy385Y1E26MsTJjrF/9\nDODVAB4D8DUAqjL07QC+Kn/+GoBfltWlLwawKEOqtwF4NWNsWBYlvFouI4jzhuV1LE5oREKlaX3c\n5qpNTCzUuw5l6eR8eXHuy1vImUbHsVc/PDKLOw/NAEDqhU2JhIn5mnZasoRbpeHi5EJdD7kHRKh0\nWRcneC2OGxCGS3OWoR0hx4+LLXV8tg2kh4C145aLO26lnLl1QqXScWt6ATjnuh2IbXR23JYabqzx\nsRZu8rOcmK/h1z5zb9vwpytvcHYPifNgsleOmyxOGOvLp55bZyLLOrnjnh/g6EwVF2/riy0fKFqZ\n7qIXcNgmw3DJplDpecxaOm7bAdzJGHsYwD0A/oVzfiuAPwbwKsbYIQA3yd8B4BYARwAcBvAJAL8O\nAJzzOQB/COBe+e8P5DKCOG+o6eKE9QuVFmwjNVS6UHfheEHX80aVEFSVlIwxDJc7D5qfrjSx1PDg\nBzzWpHXnoHAsXF+IhIn5Oq7ZKwrPs0YHHdIVpVHhZsWKE5KOGxCGS3OmAVu6R9HGv0DccQNa89y0\n45aPb7+wgUOly01PV+t2Q9Rx8wKOgAN5y4BhMJgGa5vjJkRzxHHrV01pxWd5z9E5fOupM3qcVhra\ncRvpvXAzDIZxOQw+Saw4ocONzAk5GuuS8YRwa+O4OZFQ6cJZVGETW4PWb6YewTk/AuDqlOWzAF6Z\nspwD+I2MbX0awKd7vY8EsVmoNuM5Q+cSVT03XMqlNuBdlLk2pxbq2h1pR8PzYTBo4QOIAoVOOW7q\nQrlUd7HUcHHJtj4cPrOMfaNlnF5swPEDTC830fQCXL1nEF9/+FSm46Y68SdDpUsRx62/S8etmfhM\n1Ge0XQrKFsdNivByiuOWVqm4EfijbzyB7x6cxg9+t+WrO5Vojps6X/K2OF622V64LTXcWHPiZKhU\nHaN24VZPPtaft9BfsGIhzNXgBxwmE47bZEr4VU1NUOu2Q7WjaXXc2leVlnIWhks5VJqeDp0S5xf0\niRPEJqDaQ8ft+GwVP3xmtuv1zyw1YDDRJDQZKuWcY6GuhFt3rkbDDVCwzVgl3Xh/vm3fNc65FmGL\ndRdLdRcvuWgUb3j+LvzE83YCEG6EagVy0XgZI+UcppfT9+ng1DIKtoELZA4UEK8qXaq7GChmO262\nGamQzChO2N4vhNtCIom8JkV4KeG4nevihJrj4RPfPdLxnPL8ALc9PpnpXqYRddzU+ZKXDqttGm1D\n/pWGFwuVDpdyMFgo3NTxbBeKdGVIkTGGHQOFVJF1NvgBh2kwjPdlO27qvOhUVfrMtBRuLY6bhYYb\npM4E1qFSmReaPLeI8wMSbgSxCdBVpT0Qbh+94xm85+YHu15/aqmJsb48LNOQDXhDoVJpevrC322j\n04br69mcim39ee2KeH7QIiaWm54WAHM1B5Wmh+GSjb96yzV42SVjAIQbocJ5e4ZLGOvLxRy3qBty\ncKqCA9v6YRiheOzPW2h6ARquj2WnveNmmyyS45beDkRdXKuJ3mzq92LiGKx1ccIX7j2Bh04s6N9v\nf2IKH7zlSTwysdDmWcADzy5gvubCibhnnYgOmVcCRB0vIdza93GLhkpNg2GkHAqlOelgttuG5wew\nZD7djsFCD0OlgMEYxvpzmK06LYPkpytNbB8UDmE3jtt4f15PS1CE0xNa89yioVIAVKBwnkLCjSA2\nOI4XaIeiF1Wli3U39aKQxVSloVt3JHPcFiN3/N0Kt6YXoGDFv3q2yZyhIOB4z80P4T03PxR7PCrA\nTi3UwTm0K2NbYW8wFW7d1p8XLp583oPPzuNF/983cfiMCJEenKrgwPa406Fy2iYXG2L7KTluakxV\nzjLDqtKMBrxDRXFxrSWS6GuOj6Jt6g74iqK9tsUJH7zlSfzj3c/q31Xz4k5tNm5/YlL/3K2wVCLb\n8QIt9PNW51Ap51zmF8bFjBDh4rNVYqVdqNT1ua5g3dZf6Fk7EOG4iRYlfsBjYXDOOeZqDrZJpzVL\nuH3kjsP4xHeP4Jnp5Zb8NiA8r9Py3FRoVJ2H1BLk/ISEG0FscKqRC//Z9nH75wcn8NFvHxbbczzU\nXb/FLchCDIQXLkLeMhDwMIcoeuFKdqgPAh7bd0WW4+YF4sL3yMQiDia6wkfDdM9KV01VfarQlONz\nLRgKtinDWeJ5pxaEGDt8porFmouppWasMAEIB8orQZNWVaqcjpzJYBkMjLU6P2ofBuXFtZYQY9Wm\nh3Kihxsgq0rXyHHjnKPScGNi56QMK2clwgMiV+32J6b070n3MIu44xYPlVpGdqi0KW9SkmHqaDGA\nynFr97fgBWHu147BPM5Uml2f70kOn6ngydNLAET40zAYxnQT3vC8FBW04Q1A1ut98f4J/PGtT+HJ\n00u4eFu55fFwbm7rsQ6rSsV5SJWl5yck3Ahig6MulpbBzjpU+uUHTuLme8UAkuWmB87DsUSdOLPU\n0OOpdEK+vBirHJtSzoyNn1qoOXjrJ+7Cq//iuy3ba7gB8knhJrc/udjA6cV6S4Vq1HFT4VB1cdfC\nzYuE5UzbXNt0AAAgAElEQVRDt2zgnGsna2qpgcPTQhQe2JbuuGnhlpLjpsKftmmAMQbbNFqKE5Q4\nGihYYKzVpao5Pkq51m0rx+1sBUY7qo6PgMebBav3meW+fuORU7juj/4dx2ZreLmcG9ptDl7McZOf\niXLcclZ2qFSJyKRoHovklKlzrn2oNJwpumOgAD/gmKk28dWHTuJHP3QHvvpQSyvQTP7b15/AB776\nOAAhxkwmctyA+HlZT1QLZ+W4Tcv5ug03yHDcxPNTHTcdKlU5biTczkdIuBHEBkdVlA4Wbe10rZT5\nmqN7lCkXTG23HarNh0q0zyeFm7y4XL6jX4dK646Pn/vYD3D30TmcXKi3CJGm56Ngt4ZKAeDxU4tw\nfRGCivaFiyaCqwa76uJuW7Ithx+g4YoO/aplQ931UXV8PQP09GJDFzBcOBoWJgARx00+npbjNhSp\nKgWAvGlktgPJmSZKKQUH1abX0sMNAIpSzHUrqFeCEgHRwhLtuGVUMH72B8cwUs7hc792Pd72ogsB\nhG1pOqEdNy/Mi8tFQqVZIX+1L8lWLGN9OcwsCxGuHLd2ws31uXbc1E3Bb3/xEbz7nx7C8dkanjgl\nHLT33fwQvvzARNv3Ml1p6s/E56I4YSxl7JVaR1ULp4VKa44Yv3WBbFNy6Y7+lnVCxy2lV6HPYZlG\nxHFzcXCq0rNQMLE5IOFGEBsc5bgNFu2zdtzmq2FemxJs3YTlVKXnDplwrZwy5aKoO/7n7BrA9HIT\njhfgyw9O4JnpKm6QRQPJUGHD9XUPN4XKC3rwWZEo7wc8Nq9xuiLGTBVsQ88iVblA0epONRMTiDdu\nVeJpaikUbrtkc1aFEgun2oRKw+IEKUIso6UBb1SolPJWi3CrOX5LDzcgbMi7FuFS9dkrN5BzHnHc\nWgVCEHA8fmoJL790HDdeOq7HcyXF/nLTw11HZluaL2vHzQ9is24BESp1vPTzWIUHB4qtjlvDDVB1\n/Ijj1qaq1A90jpvqp3fH09N40wv26CIUQBRo3PrYZOZ2ABGa9XwOzjm4LE5Q80rbOm4pf6szMk/v\nXa84gM+/43q85KLRlnXCHLe0UGmAnMlQypnImQbmaw5++VP34C9uP9j2PRBbCxJuBLHBUe0jBop2\nVzlux2ereOPHfhC7qMxWm7rCT3Wc7yZfSbVR2DaQcNzceKj08h0D4Bw4vVjHp+88iqt2D+C1V+0Q\nr5PIcxPtQBKOm8yhU8INCKsHAeFsjPblMVLKaadICStT5pqpfCqVS6UmMyw3PS2eJqXjNlrOtYQr\n1fYmtOPWrjhBhv1SHDflBOUsA6Wc2eJSVZ0Mx02K4rVoCaLcG0cK7sW6q18nTSAcna2i5vi4cvcg\ngHA8V/K93HzvCbzl43fhD7/xpHZWg4Br8er6gRY06v3ZXYVK48deFcc8c2ZZi8+2odIgCEOlsp/e\nvtESfv+nrkQhZ2rh1vQCHJ/NbizMuXB//YBrIWYaDP15CznLiDtu8m9CHas04aba02wfLOBlB8Zj\nLXEU7Rw3FSpljGGoZOPgZAWTSw1UN2jjZmJtIOFGEBscJbSE49Y5VPqF+07gvuPzeOzkIgDhBKiL\nSqXhaSHVTdjrjBoI3x/PcVMXz4Wai768pcOOH7njMJ6ZruIdN+xHXz4UTlHSihMKton+goWDZ8Ki\nhLlqeFGcroiWJIOlnHYdVS6QyjVzfNHKQ4nLUGz4sRy3kwt17B6Ou22AEI9DJRv3HhODWdInJ6ji\nBOW4scx2IDnLSO3NVmv6LXNKgdCRSs427QUVLdzUWLB6y2NR1Llz1S4p3JTjlngvk4tiO5/+/lF8\n4ntHAMTDsY4XRCZvSOFmtAuVSsct4XbulefXg8/O62Xt0gZiodL+PP7TKy7Bx972ApTzlpy3K3IJ\nHT/AsdlqZl7hctOD63P4nOucNXGjIPLcor0H1ftUjlva5AR1MzXeplF1wRZTOdKrSkWoFBDur5rV\n63fxveD5AT74L0/0rKcdsX6QcCOIDU5tBaFSzjlueVSEftRFIupczVUdvY1uctxU7kxYVSpDpdpx\nczBUsrFvVFTHfeG+CewaLOB1z92lL2AtjpvXKtwAcYGNXuuikxRmlpuy51UoePoi4UaVa9b0Qjcv\nFBuedn1Ejls4yzRKwTbxvlddqo9PWo7bQMGCaTA99SFnGi0XWCXkbBnSSoY+q46nQ49RVuO4PTqx\nmNqwVZEMlaowqWWw1OrFx08tIWcaumWKcifrCbE/s+xgz3AROwcLehJAdD8c2RcPCIWpLT8rzjn+\n8Z5nYy1llIhMhkr3y/PrwUgfOqddVWlkogBjDL/5mstwxc4BAJDCLdDHoukFmX3e1LgyP+BQ2siQ\nLtlYf3xeaVO+z768ynFr3Z4Wbv3Zwo0xJsZeJQQ15xyuDJUCohm0EovdOPFHZqr4xPeO4jsHz3Rc\nl9jYkHAjiA1ONeK4cd6+sefTUxUclTMclRsQnQEabdnRjUCYqjRj7QdU4rVy0RbqLoZKNi4YKeHf\n3nsjvvGuG/Cv774ROcsIhVMzmePWGioFwjy30XJrqwPhuOV0b7S+vKWdByDMNWu6YahUCcda09fv\nte76OD5b08PHk/zC9Xtx2fZ+kUNkte4jYwwj5ZwuJHjpxWP45lNn8PkfHtPrNHVxgoFSzmpxNmtO\nuuOmc9xW6LjdfWQWr//wnfjyA9mVkkpcKsdNhZsv2daX6uw8dnIRl+/s1+JH7W/ys5xZFk5oKRf2\noGtEGjQ3vfRQqeMHOLXYwO9++VHcFukTp8K2SbdzqGRjoGDFQuntHDcvCPu4JclZJppuEHM2j82m\nzz2dla6vFwTacVPt96LtZoBWxy2tqlTlao6Ucy2PRRko2lhMhLD9QOTY2RHHTdFpLioQpjVs1Hm4\nRPes2axSgiB6gwpPqY7qXhDANFodGwC45dFJGAywTKOl7xUATMWEW+dQ6dRSA9v6C3rCwGhibuR8\nzdFiKtkXrS/LcXN9La6iqDy35+4ZxLefntYtQTjnmFl2MN6fx4KRXnVom0w6br6eiamEkOhbF+6D\nH3DsGY5XlCos08BH33Ytnk70kYvy4bdeo/Om/uvrn4PTiw38l68+jmLOwhtfsAeOFyAn85BKObNl\nNFK1me64Fc6iOIFzjj+57WkAwBE5QikN5aop4XZqoY6CbeDC0RKOzcRzvDjneOzkIl73vF16mXLL\nkufMdKWJPcMleEEohKKOm+sHqEshV0yEStX7jLpFCzUHOdNomSrBGMP+sTIenliMbTsL1w9gG+m+\nhAqVRkO6x2ZqeOnFreuqm4cgQCzHDQDG+3N4ODJ1okW4pYQvz1RErmay+XKSgYLVIqhVMYYOlZZD\nV7KboiVVSETCbfNDjhtBbHCqTQ+Mhcn27cIi33xyCtftG8HuoWIYKs1w3LpJaD6z1NSCChBtGYBQ\nuC3WXN1TKokOlSYu9k05qzSJaglyyXgfCrahncKlhgfHDzDel9evlcyBUr3Bmm6gK1ZDl8hruVhl\nOW6AmB35E8/dmfn4iy4axYUydGebBj78C9fghkvG8P4vPoxbH5sUws0KxWP0tT1ZQNErx+1bT53B\n/cdF3pdqTJxGJSHcTi7UsXuomBqSm5ivY6nh4ardA3pZzhJ5V8lzRgjqXCyXrxGZlBCtKg0nJxha\nZANxZ+rUYgM7BgupSfv7xuLNatuHSrMdNxUqjY5uy3Lc5mSo1AsCnQenQqWDxRwWa66uqFXvu08L\nt9btTVeabfPbFGmD5t0gDMEDYb6leK0uhFtdOW7dT00hNiYk3Ahig1NpeOjLWTpEknV33XB9PDVZ\nwQv3Deu+V0BcuEVzeZKjmNKYWmrowgRAhGdMg4XNUOvZwi2tOMGXCeFpoVKV97NnuIjRcl47brPy\ntUb7cnoaQbI5ripOiDlu+TBnrOb4MbG2ZyRbuK2Ugm3i47/8AuwbLePT3z8Kx/e1cCvm4u1AVGuU\nXlWVfuOR0xjry+FlB8Z0f7s0dFVpJMdt11AR/QW7pQGvEjHJ4eelnBU7Z/yAY64qQqUFOxoqDaug\nVY5b0Ta1a2uZDG4QTlSIthI5vVDHrqHwfIuixLLBhOvVtjgh4LFQepS8LapKo87gsZl04aZuHvwg\nXpwAiPBtVJi2FCekVpU22+a3KQaKdqvjluiHpyqcLYN1leO2SKHSLQMJN4LY4CzVXQwUbd3eIOuC\n9eTpJfgBx3N3D8pO8+KiE80VU1WAQPgFzjnH733lUdx/fK5lm/M1NxaSMQyR4zVTEQO2FyKh0iRp\nxQnqYpnuuIkL9u7hEkbKOS04K5FKQxUubnHcTEN26Q/CDv2mActgqDZFcUK04W47x+1sKOUsnS/m\nelxXnYrihPD9q9YuaX3couHIZ9qEPaNUGh7G+wvYP1bGiblaSz+16HpAmH+3WHcxUs5hoGhhuenF\nHBtVcZos4Cgn3MO5qoOAix5rRTsswlCv0V+wRFWp4+v3BsgWKn7oeEVf+5QUlGnsHxOf31Aph3yb\nliKALE7ICEfmLQNNNwyV2iaLOW7RYglV2COKE6TjZijHTZyDi6q5sRJuqgFvRo5bN8KtP2+1CGod\nKpUh4Gv2DuM5Owdwxc6BLh038V7Waqwace4g4UYQG5ylhhRuMkSS9SWtWzjsHowNWJ+rOtr9mlwK\n861UyMTxA/zdXc/i359srTarOV5LWE+NH6o0PQQcmY5byVaFDOGFQoWTkkPmAeBaeSG6+oJBDJdz\n2u1Qwq+ct7RITFYd2lIMRPPnVI6ZagcyVLIxUs5hsGinVoyuFuWSOH4iVOr6WlCpsHE7x+1Tdx7F\nTX/+HT3aqx3i8zGxd6SEStPTIiJJsjhBNUFWAng5IhJOzNVgGUw3rlUkmwkr13WsL49iztROm/q/\nv2DD9cW4sWjOWjJUqk5nzw8wVWlmimpVuTxUEjcx7RrwdgqVRkdxXTzeh+OzNQQBxw+fmcW1f3S7\nbsKszkEv6rjJUOlQUY2dEsc22YA36YwHAdfV0Z2wTaPl+a4fD5W+cN8Ibnn3y7puE6TODer5tvkh\n4UYQG5zFuovBoqUdNzdDuD16chHDJRu7h4oY68tjse6i6fmYrznYMVhAzjRio3GqCYck2c8rCHhq\nl38VhlXORDTXJophCOEUddwabrbjtne0hFve/TJs6y9gtJzToVIVau3LWxHHLb5PIsct3g5EPUc5\nbkXbwvaBQs/dNoXIF/MSOW6WmAsrBat23FJz3MSy47M1cA48IQebt6Pq+CjlLV1skZXnVomESjnn\nurJXFXlE86km5uvYOVRoCTWWcmYsXzEUbjk9ZxUIz6cB5bi58RFnlhx5pdZTTtYZOcNz52B74TZS\nyrWddwqIfLDMUKllxnLcLtvRr1uCPHZyEX7A9d/JXCRUqv7s1GaTjlvD82EZTH/2yVDpYt2F63Od\ny9kOy2wNBYfCLf6+TIOhi0hpRGBSjttmh4QbQWxwluoeBgq2DpFkhUofPbmEq3YPiuag8uIwu+xg\ndtnBSCmHvoKlL0SDRTsMbUWa80ap6ZyduMhSbp5qlTBUzHavylI4KdoJtyjDpdBxW446bjrHLem4\nsUioNNy2colqclrBO27Yj3fcsL/ta58tKuxYd319cS0lqjG145ZSVWpGLvoAcGgqu7JVUWuGjhsQ\nznGtNFw8fiqswFSfLefCCVJNkAcS4gOA6HM31Fp1W8qZWngCEeHWL3PcnESOW0HmgCVCpXYkrA2E\nrSyUy5WV4zYs3dKhUg6W0UG4tQuV2rI4Qb6+qoY+NlPVwleJUJVm4EVDpao4oRQ/dnVHFN2oG6yk\nM67a83TjuFkGa3m+chiTwk2s273jth45bvccncO7/vHBzEbHxMog4UYQGxzhuIWhUhVCcf1AD8tu\nuD4OTVXwXDmiaCzStmO+5mC4bMca1m7rz2tBpRLWW4RbU4X14u6Q6l+l8oL2jaW31gCE47UcE24y\nVJpSnBBltC+HquOj4fp6P+OOW2uo1PEDNCOTEwCRb6RGXpVyJt74gj34uRfsafvaZ4vap9nlZqQ4\nIV5woARcmuMGiHDpWF8OOwYKODjVOc9NvC9LDy1Xc1w/98Pj+JmP/EAfu6ijpkRLXk6rAOKf/Yn5\nut5elHLOijtucu5mGCoNG9oCYcuWpbqbCJUyeAHXOWEqBHlKVjy3c0Tf9WOX4E3X7YFttU/I9/w2\nxQmyHYgSmJfLQe/HZmtauKnHlOsbJEZeARHHTTlZUgyrHLhkb7VupiYoTKNzqFRhdFmcsJ593O48\nPIOvP3wqNmmCOHtIuBHEBmepIYWbdtzEl/R/+cpj+Mn//3tYqDl4arICTxYmAPG2HXNVkYiuLqR5\nS4TIatpxE/8nQ6UqlNrXEirNw/EDPPjsAkyDYe9IvE1DlHI+ESqVeUX5Do6balA6V3V0jlxf3sLO\nwQJ+5prdeNmlY7H1VbJ6wwt0VSkgRGel4aLpBTHXZy1Q7tV0pYl8wnFTDk61me5iKl79nO1476su\nxRU7+3GwG8dNOon9BRvDJVsLj+mKmE37uBT2lYanL/gqn61gGy1zMRuur3uzJSnlrVhi+8xyEznT\nwEDBQtE24fgBPD+I5LiJ82ax7sYcVpWPGFaViuXKcdvZRrj9h5ddhNdcuUML9SzEyKusHDcz5rhd\nOFpGzjJwbLaqhW/dEY+l5rgZ8XYc0eKEYs7QOXBJx0y53Z2a7wJZjlt6qDRt3TTWszhB3QSqiR3E\n6iDhRhAbGNcPUHP8WHGCFwS4/Ykp/NO9JxBwIbBUIvvF20QLBxWOObMkHbdSTguwvrwlQphOvNIw\n6bhVm+mJ9GP94sJz15FZXDhaSp0woCjnrFi3fR0qTWnAG0V1hRfCzYXBhNCwTAN/8fPPx+U7BmLr\n26aBuuPDD3hs2+W8qS+YyaauvUbl3c1UnVhxAtDquCVdTMWH3nQ1fvFFF+LA9n4cmam2bXkBqBw3\n8RoXjJT0eaBczkdPLupzaLQszgkl0qLFCeqzVxfWtJFg5USO2/SymGbBGNPHthEZcaW2vdjiuIl8\nRLWeEh2nFuoYKFgtNwpp2B1CpV4QtAgchSpOiI7iunCkhCPTy5iQoea6K86lhbqrJyWoGyYVKi3n\nTJgGCwWRLPhQwi7pmNUjr9cJ0xCuZLRKOCtUanYp3JQzmOyreC5QaRcn50m49QISbgSxgZivOnjB\nH96Ou4/MAgjv5gdj7UA4/uAbj0cuKIG+iKkwoQqVHp2pwg+4dNzEhbSct2IzNDsJtzTHDQAOTi3j\nkkSvryR9+Xh4TeXT5bsIlQJCuFWbPvryVmpTVoVtGqjI/U06bqotSlolZy9RobNkcQIQOg7VNsUJ\nUQ5s64PjBW2b6rp+ACfSzDcm3ORn+djJRf2zOqaqwlTkuFmxZaoVyAUjrY5bsSXHzcGYvEGITn1I\nhkoX624ix018jkrMhjlujcxWIEm6CpVmTU6Q54c63/OWgX1jZdx7bF67eHXXx2LdBefhtBBVkauE\nGWMMQ0U7LE5wRS6fEnbJfC4tFLu4gUjLk/MyQqWWFHlZnFqoww+4np5Bjtvmh4QbQWwgjswsY7bq\n4GkZJluKCrdIA96ppaauvnN9ri9iap2CbaI/b+ntREOlQrhFHDd5QUl2ag8T6dOFGyBmXbYjszih\no+MmWy3UXSw3vY4uTM4ydKg3n3DclPtU7CCWVku0YCLXUpygQqVqX9q//wMyYb5dnpvapnqNnQMF\nTMl2L+o9PzKxoAWK+ty042Yb+riqdZTwS3fcxDmjXKCZSlNvUzturo+m64OxsC1G0wtaHLfosQgi\njlu3Fb+W0SlUGmSGStVnEx4HE/vHyrECjYbja6dW5aQ5vjjeRuQGYrBoh9Wa0nHToiuR46Zntnbj\nuJmtrp16v8ncPdMwMh23HxyewUv/+Fv4l0dP6/e+Hjlu6jVPkXDrCSTcCGIDMbkYjpICQsdtINoO\nRDktMkTmBUE4DidSSTfen8d3D04DAPaPlSOhUjNWIaguCMtNL+YShO5QIlS6QuEW6+OmG/C2/+oZ\nlP3aFmoOlhteasPaKLZppBY+RJ2ttXbcYsItGSpVOW6Oj5xptA0vA8JxA4DDZ7Lz3HShgzw2A0Ub\nddeH4wVaxB6ZqeKUbLocOm7KaTJhmQbKOVOLmIn5OmyT6WbIUUp5EwEPHdoZGSoFQuFWl41t81b8\nPSZz3ABoh1SdcqcWRRuSblBNfLNoN2Re5Veqm6K8ZcSaM6v3oSpKlavYTDhugKgsDR23AIVcpDgh\nI1Ta6aYFgJ6zGhVkKlSaW0GO219/6xAA4NtPix6NOwYLqLv+Oa/uVMKNQqW9gYQbQWwg1EgqdTFQ\n4Y1oqDR5wfZSHDdAfEmbBsOf/NzzcM3eYe24teS4uWGSeDSsmXwdxUg5p8O0nYRbX7I4QYur9hcv\n1fZjoeai6nQWbrnIRTrZDkSx5sUJkd5ySpwol0/1znrs5GJX4qSct7B7qIjDZ7IdNyWslThUodql\nhotK00N/QfSQu/uImIihBHcl4rgBQvBVtHCrYddQMXUIuhLBNUc0FJ6rOjqMWMwZ8n36uglytLo3\nLVSqzgufi3y3hZqb2cMtSbtQKeeiAjQzVGopx82DwYTw2S97xDE5Tqvh+vqYjMhzUQmnqG4aTIRK\nVWNpMyV8WZcVz0bKsU2SlienQ6VWSlVpihC7//gc7pKfvToHdg4W9L6cS9T3CoVKe8Paxg4IglgR\naiSVuhhoxy0yDDxaZQkIB87VYZTwS/0P3nAlXJ/jip0ikb8vFioV7Rv8gGsnARAhM5ULt5yRj2Wq\nsVfLTss8yyTlvKUTvU2D6bBsJ+FmmyKMt1ATodL+QmfHTZFsB6JY6+KEcs6CwYSDpB03+ZrVpo9n\nppdx5+EZ/NZrLutqe2P94bzWNJKtRaL5assNDy/aP4p/f3IK33xqSmxPOW66qlTsW3/B0i7czHIz\ns0GsEojVpoecJdpVqJB2IeK4qea+UcetlOK4qdy7gHPt+uY7OJEKyzCw7Kcn2YdJ/NmTEwAhYPOW\nCcYYLpQD7HcOFFCRvfiUMB6I5C4CraHSo3LOqcpxA8R0hWSotJHoZ9f2/aVMSdGhUiPNcQv/hk/M\n1fDOz9+PozPLGC7ZuGr3IL53aAYAdA5hWmPttUSFiUm49QZy3AhiA6FGUmnHLVacEL/gKeHmBVzf\ncduRL/VLtvVr0QZAC7I+KdwAFdoK776jBQq6j1tK64qxvjx2DRY6fvmrfVR33A2vuz5ugMwfqstQ\naYf8tKhIiBUn5M9dqNQwmD7GShyoY1d3ffz9Xc/CNhnefN0FXW1voGBpkZWGdtzyScfNw3LTw/6x\nEl52YAyPTIhGvLqqtJ5w3Ap25Hzz9HaSqM+65vhYqIWNnIFkqFT0M8uZEdEcOfbKFV6O5Lglm9t2\nQlWmpqHGP7WbnACIvzF1ruwcKCBvGbhgpISibcb6B6rq2DThNpSS4waIm5u0UGm3Nw/acYuEg7NC\npUl378sPnMRTk0t46/V78alfeSGu2TusH9uhHLdznOem/v4rDa8ll5ZYOSTcCGIDMbUYD5WGOW62\n/jJPD5W2Om5J+vPx4gRAiDMn5riFX6pVx0fOMlLbKrzk4lHc9JztHd9PctB8t8UJADBcFhfFarO7\nHDdFrB1IRDCstXADQtdLCcmcacA0GOarDv7X/Sfw41ft7KpzPiBEUSVj9igA1N2E4yYFxnzVQc3x\n0Ze38bG3vQDX7B2CwYDtcvboUqKIIxruW6y7Lc2NFUp8VR0vVu0cfazhCMetfY6b7CcXyXFLNrft\nRM5imTlu4TD27MkJgBCpSmAbBsMrr9iGGy8dR1FWXKs+huo9qteL5bgVhRMeBDw2IUK06Ii/bt0N\nuhZu1gpCpckct9sen8QL9g7jA6+/EtfuHcYVssEwEHHc3HPbEqTW9HX6A+W5rR4KlRLEBqIlx63u\nImcZKNhmGGJqJh23oOPFKrp+OW/pwoZqpH0DEHfcqnKcUhofeP2VXb2fVuEWIGd2l+czVMyJ4oSm\nh76MhrWKTMctF81xW/uvu8GijROoa1eEMYaSbeLeY3OoNDy87nk7u97WQNFu604km/mqkJ4KR/XJ\nnmh/944X4empiha0KiyqxNRgycZTk7KKueG2jBNT6By3Zjh1YKCN4xYNVUYFSy5xHvuR5rbdnBcA\n2o68ympUqwhz3NxYPuRHf/EFAICvP3xKhkrF/qkwfWqotJQD5+LvpuEF+piKkHlrVWmnFAGFmVqc\nkB4qNc1QuD07W8MTp5fwe6+7Qj9+ecR13ynFe7S34rmg5vi4avcA7j02j1ML9VgkgFg55LgRxAaB\nc66F25IuTnD1Hb+600/2V/N8Di8IYBqsba+zsDjBRNFWYS8vFipdijlunZ2uTijBpfLlGq7fsYeb\nYrAkHTfH1/l5WeRiOW7xdiCK0hrnuAGh65VLJOY/JicYPP+CoRVtS/QSSw8JKudVCVJ1nqiWC1GH\n9dq9w3qflhLFCcpx8wOOSsPLFG7RuatLScctkeOWdNzSQqXqPOac6+kJZi9CpbpQJ3tyAiD+xtJy\n6gq2iboboOoIR06dr80Mxw0A5moOHC/Qx1SEL+PCMpoD14k0x83poqr0tscnAQCvuXKHfnyvDP/2\n5y39HdDLUOmhqQruOzaX+XgQcNRdH5dsE84f5bmtHhJuBHGO+cz3j+IrD57Uv89VHbz143fhwRML\nonmraSRCV+LLNgwxyeKEQlicIBqOtr/oRYsTlKCpOb6uKgWSOW5+x9yyTijHS12klRvTDcMlG5NL\nDfgB7yJUGq0qzXLc1ke4lfMW/IBjvD+vw5XdMFi05YSBdGcp2a5FvXbUcYuinaZIA15AOJvLTU+3\nvxjIEMnRHDd1fqqxT/EGvOIzjlWVpoRK1bnm83AOaJeGG2yzXahUtcZp77hVnfSbiKJtouH4OkSv\n3K+wAW+47pAUblPyhku9z7RQac3xug+V6uKEcCNZoVKThVMWvvXUGVyxcyDWQNk0GC7d0Y+Boh2m\nSJHZbzkAACAASURBVHQ5PeEL953APUezRRkA/LevP4F3fPa+2A1gFFXBeuFoCTnTIOHWA0i4EcQ5\n5uPfPYKvPBQKt+8enMYPj8zio3c8AwC4aLyMquPD9YNYsnjSqShHihPEbMb2f857hkoY78/j8h39\nMUGVGSp1vNTChJWgXMHlSKi0m8IEQAgK1f+pUwNeOyOfSj2Pse4rFleDynGLfhbqYv08OUd2pdvK\nCpcmx2cVbAM509COW/KYhY5bIlQqX0dNTcgsTmiX4xZpwCsct3hxQlofN3XeRXPcug2V2mbrEHaF\nLtSx0rcVPf/yKbmWxZyJuuuLG5e8qV1AJQjjodK4cCtEhFtrcULQ9U1LmuOWGSqVvwccmK85qc2T\nf/H6vXjTdXtixTKdqDY9/N4/P4a/+c4zmesEAcfDEwtYrLu446np9O1EcnILthG7USTODhJuBHEO\nabg+Ti02Yrkr9x+fBwB8S7ZtuEwmEy/VXSzWw1CplQiVqlCY6wfwgqBtYQIgLjL3/r834QUXjoRV\npY4PxxdiyjRYvDihi4kFnQhdmrA4oZvCBCDs5QZ0Fm65jHYg6n2WbLNtGLlXpDluah+eu2eFwk0N\ngM8oUKg6PmyT6ddijGGgaOHUghARScdNTwxQjpt8nnLN1HitzFCpEuENDws1F6bBtJizTQOWwVB3\nfVFdaRsx4RTv4xa/7AQB1/lgKwqVeukCwMsQOIqoWEu7iSjaQrgtN0U1swqNJkdeAaHjNrmYcNzS\n2oGsIFSqxFi0V52T0eYkOsPYC3hqG5Q3v/ACvOemS1smebTjzsMzcPwAh9o0gT4+V9M3e//84ETq\nOrWIM2yZ2VMeiO4h4UYQ5xB1cYx+eT3wrBBuapESbot1N5YsroTbctJx84XjlnWhSkOFQKuOGFGU\nt0z0FyxUGh7e94WHcOtjp1Ft+quuxCyn5Lh16zooQSG2s4J2ILEcN/G8c1GYAISiJx913OQxfN5K\nhVsxHNKeRq3ptQyrHyjYOC17ASZDntEcN9Ng2sFVNwZq3FU7xy1vGZhZbuobiqgYLtom6k6gR2Hl\nUlxHoFV4BJFQabdVpbbJMkdederjlnWuKAq2qCpVvc6shHBL9nEDgNNSuKnQq5HmuDk+il26zVlV\npbbZmseqjlkQiHXafQ+U7HjqQju+9aSYtjAxX88MrT4ysQAAeOnFo/jWU2d0m5go0dFsaY2JiZVD\nwo0gziHHZLNOdaGqNj08eXoJr7lStNZgDHpw+2KL46Zyc5RwC0deqS/1blEhExUqzVsG+gsWjs5U\n8eUHTuLWxyZFccIqBU9fxKUBVhoq7d5xizXgtVMct3OQ3waEYinNcbtqhaHS6CSENKqO31L1O1C0\n9Q1AXz4uwNQ+uT7XbhsQhvuenZWOW0Y7EMYYdgwWMLnUjJ2XikLOxFy1iUrTw7aBfLw4ISVUqvCD\n8KalW1O0fai0k+OW7s7q92EbaCjHLW/puaFp7UBGyjnYJsMz02LCRTTHLW1ywkr7uEVz3NwMURaK\nPFFd3s55L0ac9nZwznHH02f09I0j09XU9R6ZWETeMvC+V10K1+e48/BMyzrRkL7J4s2CibODhBtB\nnEOOzcaF28MTCwg48Jbr92L3UBHjfXk9U3Kh7mIpKtxUcUKiAa/r87azGdMIHTcp3GwD/Xkb98rq\nsGfnaj3prl60TewYKOg788ZKihPKoTDoPPIq/WKct0QIeK2nJiiUCIqKlm39BewbLaXO/2yHEoGq\nfUeSuuPHGgwD8TBnMlRqGUwLo+hnoM4v5QYPltKFGyB6wU0tNlKFW9E2cUyKv+39hXgft1z4c1K4\ncR4JlXbbDkS2wEgLu7ldVpWKn7NDpTVHtMNR4VsnRbhZpoH9Y2U8dlI0OS60CZXWXb9r51eLMT+a\n45YeBg1FnqguzyrKACD7MjI9OzeLx08t4Uylibe9+EIAyAyXPjKxgCt3Dej+cFEnb67q4JGJBXLc\n1oA1F26MMZMx9iBj7Bvy9/2MsbsZY4cZYzczxnJyeV7+flg+vi+yjd+Vy59mjL1mrfeZINYKdWFT\nX+oPyPy2ay8Yxv/18ovxpuv26Aviyfk6Ah46IKYOlcYT9v2Aw/Xbf2EnKdgGDCa+aB0v0KFSlTB+\nYr6O5ebqixMYY3jF5dvw3YPTaHph4no3qEHzQPfFCTnLiIWSGGMo5cxzUlEKRHLcIuLk/a+9DF/4\nP1+y8m11dNxa++wpscdYa/sTxpjer6hwG0oIt6yqUgDYMVDA5FIjdkOhKNomjssbk+0Dhdj5GBXO\nSUEVrSpdSY4bgNTKUq9DH7dOoVJVnFBtdg6VAsCBbf2Yl9MTog14o6FSP+BwvO4b8EbFmML1g9i+\nJ9f1AjGzuNMNXFGGgtuh0jd+8UV7YRkMh6aWcd+xOTx5ein2nh47uYTn7RnS+xUtdPrk947gLR+/\nS4u5Us6CZbaGkImVcy4ct3cDeDLy+/8A8Bec80sAzAN4h1z+DgDzcvlfyPXAGHsOgLcAuBLAawF8\nlDF2br6FCaLHHE84bg+dWMTF42UMlmz80osvxG+95nJ98Veibr+co2gnqkqjs0q7+cKOwhgTg+ab\non1DzjT0uCYAmK404XgB+nqQG3bTFdtQdXzcfWQOTZm43g0rKU5QTkSag1LOWecsVKpGCg2XQ9HZ\nX7CxbQVtQBTqPFisZeW4+S05bkpM9eWs1ApNdYGNhpMHdJ5WHQZrf6xFqLSB+Vp6qFQJmG0DeRgG\n059LWgNexdlUlaptpLk3allWexwzsl9p7UAKtgnOhWNUli4RkF6cAACXbAvn9cbbgYT7phoWF3Pd\nnftWyvvLCpVGRZ7rBx2ry0s5q2OO23SlCYMBuwaL2D9WxgPPzuNXP3MvfvtLj+h1jkwvo+76eO7u\nQf13F60Yna+JCR6q/Uc5T45br1hT4cYY2wPgdQA+KX9nAH4MwBflKp8F8NPy5zfI3yEff6Vc/w0A\n/olz3uScHwVwGMD1a7nfBLFWHJuJFydUGi5G++IjkNSF9IdHZgEAV+wSXcbV9UKV8pci7UC8oH1S\nchp9eSvMcbMN7bREL8jJUNzZ8COXjKFgG/jmk1MrK04oRkOlHSYnpDhJ0eeeK+F25a5B3PaeG3Ht\n3u4b7WaRswwUbbO945ZvzXEDWsOkCnWBjVb22qaBvrwl3N1EwUGS7QMFOF6AUwv1FMctPP+2y7Bw\nzhQtSqJzQ9OqSlVUsdtZpeomJa2yVLfNaCNglNOWFSoFxN9ZOW+Fr6VCpSxbuKmbEoPFhZv6m13p\nyKu448ZTW5xECxmyqkqjlHJmx1DpzLKDkbIQ3we29+GuI2LyxyMTi5iuiHnKp2RBxoWjJX08owUj\nKjKg0kOKMuxMVaWrZ60dt78E8H4A6tMcBbDAOVdyfwLAbvnzbgAnAEA+vijX18tTnqNhjL2TMXYf\nY+y+6en0fjIEsZ6IViDi7lN9eQW8tXGual56erGBwaKNXdLFYSx0CtQFERChoaz8l3aUcqbIcXPD\n4gQAeG2k63rWyKuVULBN3HDJGG55bBILdbdrx80yjbD7f5dD5tMuxO9/7eV4540Xr3Cvz57LdvT3\nrPXIQNHKzHGrOa05U0pM9WcIt1Dgxo+Tel5WRalih3QOvYCnhkoB8VlEZ7YmX6slVBoZedXBLNLo\nUGlKonunqlIgPE+yQqWKct7SYlKJkuT90YHtUeEWcdwiOW4qNNn9yKu4WFQ/p7lpuo+bDpV2cNzy\nnUOlM8tNjMlcWzXx4CLp/H/noLi+zkgBN9aX18e6GRGENenqqZtV1VqFHLfVs2bCjTH2kwDOcM7v\nX6vXiMI5/zjn/DrO+XXj4+Pn4iUJYkVMzNfAucg/Ul9eXsBTE7LVRfE5OwdiIkC5annb0F+Wrhx5\n1ekLO0lf3sKyDJWKHDfxmj95dThPc7XFCYp33HARgoCj5vgrStIfKtso58yOITR1QUsTbq+5cgeu\n3z+ysh3eIAwUsueVps2SVeHVrHCnErhJAaHOt6yKUsWOwdAdbhFucl+2D+T1OWubRkt+YYvjFpuc\n0H07ECAUaVE69XEDosIt23EDZO+xlskJ8X3cP1bWbnihY6h0pZMT4qHStDzWqOPmBgHsDn8rJdvq\nODlhdlm0dAGAq/cMwmDAh950Nbb153HH06JNyPSyFG794vPOW4YeCwaEbYuOykr6om1SjluPWMvm\nRj8C4KcYYz8BoABgAMBfARhijFnSVdsDQLWQPwngAgATjDELwCCA2chyRfQ5BLFpUHeeu4eK+svL\nbyPczlSaeM6u+DBm9SWdt0RDWTUT0e1i5FWScjRUahm4fv8Ibjw5jpdcNCpbIgQdQ5Td8pKLR3Hf\n792Ekwv1lQm3Yq6rTuuhcNta6a8Dco5oGjWnNcdNOV19GQKsk3Dr5LhFR3Ylq0/VNrdHPt+cZbSc\nl2l93FZaVaodt7RQadCF4yb3NSvHTVHKRxrw+ukFFHnLxL7RMo7MVGM5btEh82cbKvW6CJVGc/A4\nbx8iBoR4TOu3FmW26uixWT92+Tbc9buvxLaBAl5+2Tj+9bFJeL7o11ewDX3zkLPiUxFU26JTi3UU\nbXHzZRrZbVx6yYduewpX7hrETzx3Z+eVNyFr5rhxzn+Xc76Hc74PorjgW5zzXwRwB4A3ytXeDuCr\n8uevyd8hH/8WF9OVvwbgLbLqdD+AAwDuWav9Joi1YkFegLf150PHLUNwRR23KOpOXIWfLIOJIfNd\nJCUnUcLN8US12o2XjuNzv3Y9LNPABcPiSzspDFYDYwx7hkuplXFZDJXsrqY36NytLsOwm4XBYrrj\nxjlPzXHTodIOjlvSaVKFIEr4ZREV3Vmh0m0DoSsnQqWdHDfoG5mVVpUmB7kDnatKgej50j5U2hcV\nbnIWZ5r7q/LcYu1AgtZQafdVpWL/Why31FCp2B/l6nUqUhIpEh1CpZUmRsvic2SM6eKaH710GyoN\nD4+eXJTh1NBdzVtmrKpUzdLlPOxlaDKseY6b5wf4xHeP4qsPbV1/Zz2+5X4bwPsYY4chctg+JZd/\nCsCoXP4+AL8DAJzzxwF8AcATAG4F8Buc887zOghig6HCE/0FO5bj1jZUmnDc1Be6uvDYpnFWfdwA\nWZyg+rglnCp1t73akVer5Weu2Y2ff+EFHdfbso5bIT3HreEG8oLYOjkBaBMqzSji6NZxy1mGzn3K\nFG5Rxy0lVJq8UYnmuHWbG6jcNMdLC5W27+MGdB8qLaVUlaaFc6/bN4ydgwW9rmEgtTih0G2oNGNW\naVqoVL2meo1ObYFKOattjlvd8VF1fN1PMsplO4RAfXauhpllR4dTAXEsnZhwC89b1VbIMoxUsd1L\nTszX4fgBJpeaa/o668k5+VbmnH8bwLflz0eQUhXKOW8AeFPG8z8I4INrt4cEsfaoO9CBYijcvCB9\nVNVg0UbONHDxeF9sua0dt2iHdtkOZIVVpeW8iWrTh8FaQ0YXyEHV56oaM4ufvXZPV+u1a++wmRnI\ncNxqiekZisEOVaW5DGdShT075bgBIlw6s+y0yXELhVteVsZGUUU2Kj8t4BzqWr7SUGmaCFAFC+0d\nNzP2f+x92HHHTYkoNyNUCogczl968T79u2mwmIhZqeMW5riF2/B8nnp+q/1TblenGzg1GSKL2aoQ\nPOOJancA2D0kbugm5uuYWW5ij3TmAfFZN71wu1HhpoqLkrl/q+Xme5/FSy8e0zeaAHBoSjQLnpSF\nYFuRrfUtRxAbmJrjyT5ZpnYYsnLc3vzCC/A7P355S1jR1DluynFjuh3ISqtKyzkLy82wqjTKPllB\nljVwfKOhBckWc9wGizaW6m5LQnfYjT59ckJmVWmGYNHFCV183qqytKWPm3bcwgv+r7/iErzzxota\nthEVVQFfRVVpagPe9n3cgPZVyNFea6WUIfNp90emwWLOomkYiNZNrDTHzUyIRfFzt6HS9gcxl3DG\nkswsi/y3NMetmDMx1pfDxHwNM8tNjPeH60S3GwQ8Fo5Vx8YyWc8ct6bn47e/9Ci+eH98uP2hM2L8\n2HSlqcPmW431jYMQxHlEtenrkvjQcQtShduLLxrFiy8abVluJ0JdlmHA0w14V57j5ngB/IC3XMh/\n/oUXYN9oORYK2cjoUOlWc9wKYvZo1fFiDZLnZXJ5csrBUNHGT129CzdcMpa6vaxQ6ZCcUtGNcNsu\n29MMldJDpVHH7TWR1jJRoqIqCKAT+Vfaxy0tVNpdH7fs86VgZ+S4pYy8ysJkiInt+kqrSlNy3JwM\nV10ta+hQafv9yyWqP5PMymrRZH9Jxe7hEo7N1DBXbQ2VKtdP9YlTzqpy3JL97VZDTUYwku7hYSnc\nAi4qX3cOiuiByuXdCmyNd0EQm4CaI0ZIWYahv7x8P91xyyLpuFmmKE7opg1AknJkZFbyC62Us/CK\ny7etaHvrSa5NO5DNjCoWWGrE89xUiwXljCoMg+Gv33oNrtuX3v4kq4ij2xw3AHjJRaN4wYXDLe6R\nEiXR4oQs1PmWMw34nGuR061wy7UrTuiqqrRNH7dYVanZceRVGsmQ4Nn2cYvmuHl+gFybqlJV0dnp\nBi5vGrICNV1Azag2HymOGyDSKB47tYiAA+P9UeFm6mOkeripEKZ23HrYx02Jw6RwO3Smoj/7Sdkk\n+LGTi7jyA7fihBzrttnZWt9yBLGBqTrCcYvedfopDXjbodZVFwDbNOB2OaMwSV8kP2qzCx7DYLAM\ntgWLE9LHXh2dqYIxYG8kt6cbstqBDJfF6wx1Idxef/UufOk/vrSlkOCmK7bjvTddiksSeZlphM6x\nAR6dVdr1kPl2odJu+ri1mZyQVVW6Asct6Sw1znpyQjcNeGWo1AtdrnaoVihOhuumQ6XldAG+Z7iE\niryRiDpuuUiOm+rhppr2qpYhvcxxU+KwEWlBEgQch88s47oLxY3L1JIQbk+cWoLrc5xa2Bp5b5v7\n25ogNjDVphe7sNTk0HbLjAi3jBy3LJKNZkU7ENHHzVxxcUIYZtvswg0Ahkq52IzQrYB6P/OJvltH\nZ6rYPVTs2sFR6FBp4vO+ft8IPvgzV+ElF7eG57tlvD+Pd990oKt5o+omo5Sz4Ad8xaHSdlWlq52c\noPIkDSbWa5lV2q3jlujjFp2R2s3zgdY+bu1mleoctw7fA+occLwA1aan5ycrZpfFjNassO4eWbgE\nIDNUqgqxLpIiXo3Oi373rRaV51mPOG4nF+pouAFuOCBSBU5Lx21SCrhmm9y+s8UPOG57fDLTwVwL\nNv+3NUFsUF7/4TvxkTsO69+rjodSwnHLmpyQhZlw3CzdDuR/s/fm0bJkdZnot2PM6czTne+t4VZB\nTVBUQQ0MDkAJCg602AoPC9TGgdXLZ/u67bZVWgXttpfPZ+vTblQUaVvl0Y04YLMKBAWKoiimouoW\nxb11b1Xd8Zx7xjw5x7DfHzv2jh2RkZkROd0z7G+tWnVPnMyMyDwZO774fr/v+/VnTuCwMxKAnYgP\n/8R9iY3wuxn8wsjLVxxnr1ZxXaxMmgadFDdD1/DWe45nzgLsF3w/eUsPhsyz7WnPhW6lUsdjfaPd\nokW69bhpGoFlaCjahgi5BmRzQjriFulxa/nIm3qGuJOgxy1mTkgqlRptpdLePW4Aez9/9NlzeNPv\nPRz5/Wql2bG/DYgTt/BGyTZDc0JccSuYnAwPn7jJpVLe33bPdbOwdE0QNk7gupkykvD3X7+MV//m\np/H4hc2Oj/n00yv48Q9+CU9eKmd67UGgiJuCwoiwUm7iG5e3xc+1lheM0AmdVVl73ETsRcRV2m8c\nyN5S3E7MF6957tywwS+MvHwFsPDdc6tVcVHMAqsLYRknOPHKm3pkckLaU6FrqdTv3X4gJid0+N7n\nTV18l/h5xQlhGiQpblnUUb4bx48St66KW8pSqSBuno/1aqstbmat2uzY3wYgEgEyL/W4WbpkTgji\nak7MF0FIGE8zzB63uhOUSiUy9pXzm9AIcHJpAktTNpYDwsZLpp3Kw53wyW+s4JmrVfzg+x7BY8+u\nJz6Gl18rze5jxIaJ3b9aKyjsUHg+xeVgwQBY6bRgG9A0Ap+yC3Cai4yMNsUtmJzA+l+ymhP2To/b\nXsVU3oShkYjidrXSRKXpijJUFuyU2BSuCjHFTSJuqXPcOs8q7dQLJqPb5ASAEbeC1JcFBOp4SsVM\nJ0TEkgBMFZJjRnqBENazGe1xo4nvi3+WvNer1w0cf+9Nx0fD8doUsLVKK5XiZhlaZEKHbE7gJGa+\nZOP33/oS/OBLjwEIYlKGrbhJsSOfOLWMu47PYCpv4sBkLiyVbvFSabbs/jMrFdx6aBIFy8AffuZc\n4mOWg6Dfbtl4w4ZarRUURgSPUlyWmmFlxQ0IE+Oz9Ka19bjpGhzP73tyAocibjsThBDMlSwR0QAA\n566ynqS+SqUd4kDGDf49Llg6PD+Mvcg68qpTjlvPBv0uOW4AI5T8/JBVtrSnqhafVdryUhsTOPSY\nOuV4fuKsUiPe45ZBcWu6vriJ5GCjrDorbjlTx8KEjQVp3BV/XU6MeI9byTbwutsO4kAQIWN0MCd8\n/MkrePjMatfjjkPEgQT7vLhZx6nLZbzmhUsAgANTeaG08ZJpllIppczocNfxGXzbzQv4/Nm1xGNf\n2R5d/1wnqNVaQWFE8H2Kq5WmuLhUm24k0NML3HT9KG62GbXXex0mMHRDMXa3rLAzMV+yI6VSHgUy\nSI/btS6V8rFMOVPvy1Xabci86/s9IzFuWCjh0FQucg7IyJm6CDeWDyktsYwTlLrjIZ9x7q+hkbYe\nt6RxVtzQwRW3XmqjbE7gRIsfquP5WKu2sCCNLUvC0Zl8JAoEiJsTkid7aB1Kpe/5u1P49b//Rtd9\nxsHLsZywfvKpZQDAa28JiNukjSvlBhqOh/UqO3+yELflMlO2Ty6W8IqT89iqOziV0MfGFbdxEre9\n1RCioLCD4FEKSoGV7SYOTeWY4maHsw+9gHClLQ8BYRlEVty2guH1WUulSnHbHZgr2VHFbbUKy9Bw\naDrf5VnJ6FUiHBdMgzkszcBlyAWflLxIfNeTSIDj0Z6Zhq+//SBef/vBjr//ztsOiL4sXrZ0M5yr\nbYqb4yGfkSzLilsrUMbi+XuAFMDrcldpOsWt6frC0OBTCh2sJE8psNQji+/db7w18v6AqDmhGpCq\n+GSPePkXYPEtlzYbuLhRR7nhpBq7BoQ5btxV+tCpZVy/UBQtBEuTOTQcH6eXK+I5cXLVcn285+9O\n4ae+9UahCnKcXmH9yTcslnDjInvNz55Zxe1HpiKP46peU5VKFRR2NygNL0aXN9nQY9enKFjh7EO+\nyA2U46YRsXBlnZxgG5pQE/ZKovhexHzJiihuZ1erOD5byGRq4dgpPW6mrsE2mMsyOvIqm+KW1Gzu\ner0Vt174l68+iXe8/DrxMydsqc0JCTluWUulhh72g4Wzadu1Fl2Pukp7Km6CuHmCyPD98F6wA5Pd\nFbcXHZ3Gncdmoq+r60L9rzZd5E297fNKynG7Um4EkTDAl57b6LpfGXXhKmXv4cvPbeCV0sQQnnH4\nmTNXxbY4cTt1uYw//fxz+MdvrrS9Pneo3rhYwuJEDjcvTeDhZ9rLuVe3x6+4qdVaQWEEkBeny1sN\n0Y9RtHRR2hC5UFmIW8xVauhENOdmIYAAUxL4hUCVSncuWKm0KfqQLm/VcXgmu9oGyD1u13bpNzSN\nZaQREsSB9NnjlpTj1ke/Zy/wcyu1OSFWEqy3vNTjruR9cvc5b/YvJpRbwyHz6Xrc+LkeLZWyY+Vl\nv6UexC3xdc2wBFtpeskkM4G4nV8P+4AfPZfs3EyCHAfiBbNR5RzHe66bg0YQmWUaL5VyR+haNZqT\nCDDiNpU3sRAYNV5+4zwePbceMTi0XF88V5kTFBR2OeQogCtbjbB0YBtiYW0OQXEzdE0obv1kcPFy\n6bXueVLojPmShabri6HdV7aaODiV/cIKAC+7bhbfefuBvonfsGAZRCi+/bhKWU5bh5FXHXrBBgG/\nuUpdKiXRHLdaK1scCBA6xvnzATaCq9OxpQ3gtaUcN65WcTLFG+3TjC2Lg98UNF0P1aYbmczCkRQH\ncn6DjaFanLDxhbNrqfcn97jx9VVu/5gqmLj9yDTOXg0DhuOqGCduGwnE7fRKBTculoQB48bFEpqu\nj01pislVqYVBKW4KCrsc8vXk8lZDLLx85BUQnujZFLdoj1u0VJpdZQgVN7UU7FTw0UOr2020XB+r\nlSYOTPZHvK5fKOH33nrXNVdYFydyWJzMQQsUGD+j4gawG5XkUum1V9wMPZrjVmm6keiMNNClKQPV\nFIpbaE7I4ioNFLfgY7yy1YCuEcx3GHfVDbLiVgvCxuPQY71/AHBhvQaNAN/9okN4/MKWKIH2Al9T\nHY+iHPT5xlU+XjotWDqKlt6muF0MiNt6NZplBwDPrFRwcjGM3OHxMDXp+JaluCdF3BQUdjnkRfvy\nVl0svElDq/sK4JUUN7Fg96EyqFLpzgcPOV2rNsWFol/Fbafg5173AnzgHS+DTggoBbh5Mu3IK4Ap\nPG5CjltrCD1ucQjFLeXhMcWN/ZtSikrTFWaHtDA0TahTQnFLKLdqccUtpau06fhhj5tUKl2csDMZ\nptpe1/XZ+00gqsmKWx0Hp/J42XWzcH2Kp66km0AgEyjuGo1/Pnz01YHJHGxTR8uLksJLgrhFJ5Os\nV1tYq7aEKQEIqxxc6QNYyDpH1oy4QaBcpQoKI0Bbj5usuMV7UvoJ4JUmJ3D0ozLwcoYyJ+xczAV9\nO1e3WyK2YWmXE7d8MAuTj0DiiluWew9DJ51z3PogHt2QtVSqayEZajg+PJ92jB7pts82xa0DGQKk\nyQk9p0ZIiltCqbSf/jb2umwtYaVSLzELTtMYUfclh+759RqOzOQxG3zPK410EwhkZW4tMO/EyeJL\njs2gYOk4ELj623vc2I3Qei2quMnGBA5OCuVeNl5aBkJzyDigVmsFhRFA7m+5stUIFTcrSXFLkCM/\n7QAAIABJREFUfxqKOBCR4xY+tx+VgZczVKl052JBUty462+3K24cPDYjq6sUYKXS5JFX/ghKpez8\nyOoq5WobgMylUtmcUO3mKm2bVZo9x40bX65sNXpGgXSCLcWMVFtuV5Ipq24XNuo4OlsQ5o1a6lJp\nSPB4r1l8n5ah4ede9wL8H/ceh21qqXvceBSITNySjm+5HJSWS9ZYFTe1WisojAD8QjRdMLGy3UC5\nES68Ymi1N4g5IXSVcvSjMpRUj9uOx0yBKRFrlVYY17BXiFtgTuCKT9ZSafLIq+TRUIOA3x+l7XHj\napJPQ0do1lKpLpkTqpIrPQ6R45Z1coJsThCl0v4VNzkfrtp0E/vx+E0q73Nruh6Wtxs4OlMQj5cJ\nWTfUUihuAPDg/SfwnbcfhKVrEcWt4XjCEboeI25nVirImzoOTYW9pHmznbitlJtYKNnImbpS3BQU\ndju44nZkJg+fAs9cZdJ70dLb7pAzBfAKc0I4OSH+uyzggcDD7glSGB4sQ8NU3sRqpYnLWw0ULT2z\nerNToUtze4FsxK1jqdTvPas0Kzg5SnuuymPteOmvZKcLlhWvocs9bqErPQ5+SGl7XaM5bp44znrL\nQ7nh9l8qlQhhtUMcSFxxu7hRB6VsneSO2WoGcwInsrxHLakHkMMyosSNq23XzxdRaboRxexM4CiV\n/95JpdLl7SYWJ+3I1IhxQK3WCgojAL+DvTFI8X7i4haAIA5kqIqbXCrNrrjdvDQhjlFh52K+ZGGt\n0mKKyFQuMiNyN4P3uHH+lbVUmmROcL1sY+TSgB9XdsUtLJXGxz/1gjw2iytuhYRIET7ZQawnvRS3\nYM2otjzRM+n7oUNyUOLG4zmS4kD458JHeZ3fYOTp6KykuDXTK248t221i+ImH18zQtzY+73tMJuE\nIMd8cOImI6lUenVbUtxUqVRBYXeDL7gnlyYAAF/nxM0cVgBvODmBox9X6dvuO4GP/8yrMj9PYbw4\nMlPAU5fLuLRV3zP9bUDgvpR63LLwLZmsyHC8UShuGc0JJFSWwh63bIqbLvW4sXgNveP+5TWkF2kl\nhMAyNGw3QqLiUSoRt3573NiatFV3QGmyOhgqbux9XQ5Ur8Mz+cRSZDfUW64w7qx26HGT0Ulxu+3w\nJICw3LrdcHB5q9FG3AomL+WGx1cLevl2pOJGCPnpNNsUFPYDHM/Hz3/k67gQBEcmgUcBLE3mMJEz\nsFlzxMLLyVc/I6/MWPL9oIqbwu7AA7cu4exqFU9c3Oo7w20nQiOsrcD3KTSCTEpi/ELM4Y5gcgK/\n2UrLB+V5xJUmI0jZ40Akxa3lJeaixfdn6iTVZ2jrGrYl96bnUywHo5t6jbvq+JqB4sZHQE0kvF/x\nucQmNfAIkoKlp+pxo5Si5njCibpWaYEQdB0rZhk6mhLRv7RVByHACw8y4rZRY8TtmSCwt5PiJpdK\nG46HnMnGt+3EHrcHE7a9fYjHoaCwa3ButYr/8YXn8fCZzinfoUsOuCEoRfKFNwzg9YLHpL/IvOGO\ng/ilN9wiXitiTlDEbc/i9bcdhK4ROB7dU4qbrrGgWp/STP1tALtI1xPGDLFS6ZAVNz37yCuAkdIK\nNxZkLJXKY7OqTbfr8/n+0r5vpriFBIlSipVAcVucGMycwA00c8X2OBC59w9gc0rnS5a4IS1Yeqoe\nt4bjg1KIUulatcmqGV3WUtvQIoPgL23WsVCyBVHlBoXTy8xRejJG3EydQNdIhFg2HB85U4dtaiKO\nZRzo+lcmhPwQIeRvAFxHCPlr6b9PAUg/VExBYQ+Bn+DNhDINh+ySu36hCCBcuPni2s/khONzRfzI\nK64TP8vl0SyxIgq7C7NFC68IUuB3e4abDMJnlVKaOfR1ImeImB0ZrFR6rXPcQmWJmxOylkrjPW7d\nFDdOiNIqjZahiWkD/Di5kpR1pioHL5VeDgjgbML0Bf758d7ElXIjQhQLlpGqx42TpzlJceuVk2cZ\n0Ukb61UHs0VLkD++rp9drcLUiRhSz0EIQcHUUW9Fnal5Uw9I4fgUt17a7cMALgOYB/Cb0vZtAI+P\n6qAUFHYyeOaPXKZxPR91x8NEji3OvpRL1aa4BfyqH+IWh7xQD7shW2Fn4Q13HMQ/fvMqDu0h4qZr\nYak0y7grgPUzVRIu8qMolWYdecXVQz8oleoaEe0NaaFrYdxJreUmRoHIjwXSzyu2DQ1lucfNp0Ld\n63cd4Yob71ubLbYT1bjitrwdzY1Lq7jxPjNOulyfdjUmAKw8LK/ZPmWxMdN5dpycuG1UW5gpWIlO\n+5ylo+6w75zvUzRdH7apj92c0PWdUkqfA/AcgPvGczgKCuNHw/Hw9YtbeOmJ2VSPX6+1E7c/efhZ\n/Nd/PIvP/7tvh6lrYmHSSUjc+MLLFbewx61/pUxeXIbdkK2ws/DdLz6EWssTY3z2AoQ5wc9+A1Oy\njcSUfcf1h14q5UQsq+Lm+pRFY1h6ZiewqRN4IoDXEwQjCUJxS3l88VKp70OaXtEfcbNjpdIkxS3e\n43Zlq4nbA1cnwMh4mlmlvEQ+WwjLsb0Ut3gArxtMbzB0DdMFU/S4lRsOJjt81qwHj+2bvxbrcduZ\n5oQ3EUJOE0K2CCFlQsg2ISTdQDEFhQHxEx/8Ev7sC8+N7PX/7vHLePN//TzOBGnZvcAVNzlD6tJm\nA6uVpnCPetIieENQKuUuq3gA7yCKm+wqVeaEvQ3b0PHg/Sf21FxZLSiVsh63bM8t5QxsJ5VK/eGX\nSjP3uJFQWdpuuEKJzwK5x62Wssct7c1bnLh5gbN3kLWIE7fl7SYIAaYSyA8n1J5P4Xg+1qrNWKlU\nF1MiuoGTp1mpj65bhhuAtgBepvKyf88WLBHGW667icYKIOirDPbNS8s5Q2fmhJ1G3AD8BoDvppRO\nUUonKaUTlNLJUR6YggLAmmb/4Rsr+B9feH5k+9gKej0+e3o11ePXq+zx8iLAZfJHzjLDgiiVEoJj\ncwXoGhGKW/uImkFKpZLipnrcFHYZNBGb4WfvcbONyNgmDtejIxgyn3HkVSTHzelZxktCtMfNTeUq\nTd3jpmuRMjMvlQ7WtqFBI+y1ZgpW4mvxP4vrUaxWmqA0mhtXtAzUmilKpcGxT+ZNsZ9en3Hchez6\noTI7U7TEDfl2w8FkB6Kdt0JDDDcj5IIet0aCUWZUSPvtXqaUPjXSI1FQSEDd8dDyfDx5qSxcT8MG\nPwEffqazS1QGl9TlRld+t/WFs8yzI0qlGoFt6Hjx0WmcmGfKWxjAy/ab1U0nw1CKm8Iuhnwhz9rj\nxi/UVelCTykjIEMfMh+8XGZzAi+VZnSUstcIA4ar0pSAJGQtlcZVW5/212fY6XVnCsnER5cUN15S\nbe9xS6+4FSxdRID0LJUa0T403w/7jWcKluhxKzfcVKVSPqkiZ2qJc1BHibS3AY8RQv4SwF8BaPKN\nlNL/NZKjUlAIIKdZf/qbV/EDdx8d+j74CfjI2TV4Ke461xPMCfykfezZdbieLxQ3vtB/6MfvE6Wg\neADvIKaCiDlBETeFXQbe99XysitupUAVqTRcUTLjpcVh93sKxS3lIWoScdtuuollw16QFbday00M\ntA2PL3upVIbv99dnmPS6dcfDXEJ/GyCZEygVGW6y4law9VQBvDUnJG45U0Ol2Zu4WYYGnzIjmaFr\n8CiFpTHSN1e08PiFTQBAue50LZVuBBUX4cI1deQMnamWwWuPGmn3MAmgBuABAG8M/nvDqA5KQYFD\nJm7/+PTVkeyDZ/uUGy6evLQlttdbHn7roW+2lWK44ibfYfHXqLY8PHmpHI7wEcGdYTBmPIB3oPKE\npkqlCrsXool/AMVtuxmuEVyhGvbFU7hKM05OYHEgTl+zZXWdTU5ouT4cr7trMnOpNEbceJbeoMSN\n97nNJDhKAVmJ9LGy3T5iq2gZqQJ468Fj8pYhVL5uiiQQvmdeKeHmBHa8FjZqLVDKehI7l0qNsFTq\nSKVSMxrxNGqk/XZrAH6GUvoOSuk7APyrER6TgoLAZp2RpKOzefzT6atwu2Sn9YuG44n5fZ+TQnU/\nc/oqfvuTp/HV5zcjj19PMCc0XB+Hp1mi/RefXZfMCe37CwN4B+9xM5XiprCLwXmC6/uZzQlcFZGd\npU7gwhx6jlvwemmdoZw3DlIqNQNzghgw361UqmcP4JXh++xvMAzFDUh2lAJRon5lqwFdI5Gg3oJl\noOH4Yv3sBFEqNXWRO9dTcQv+KLy3OGJOKJpwPIrVSgstz8dkPvm1CmY42YETODuYnADsPOJ2B6VU\nXL0opRsA7hzNISkohNgKFLdXv2AJ2w1XDAYeJhqOj9mihSMzeXzjSmiW5rP7nNgg66Qct6bj4chM\nHhphZgfZnBCH6HHjitsgPW4qDkRhF4PfxDhe9gBefqGWe6KE4jb0HreskxPYuej7QKXpopQxfJe/\nhudJQ+q7mhN4jlvKHje9XXHz/MH6bYFQcUvKcAOivX/L5aYYdcXBCW4v1U0QN1sX+Xg9c9zMdsWN\nf26caD63xsZddTUn8DgQ0eOmi/c9riy31IobIWSG/0AImUX6/jgFhb6xGTg+eYp1UuDmoGi4HmxT\nQ8HSI2SM92BElDXHEwGR8R4329RhaBpcn0bMCXGMLA5EBfAq7DKExC272iNKpQ2ZuHEV+xqXSoPd\nO77PiFvGOaUAU9GY4haSlI77I/w4UwbwmnHFLTAnDPixceWpk+Im97itbDciZVIgnNrQrc/tfz9x\nBQ8/swpdI7B0LbU5gStufN2W3y8nms+usfnTHXvcZFepHAcSfJ4Nx8ennl4RmXijQto/028C+Dwh\n5FcJIb8KNlHhN7o9gRCSI4Q8Sgj5GiHkSULILwfbryOEfIEQcoYQ8peEECvYbgc/nwl+f0J6rX8X\nbH+aEPId/bxRhd0J3uN2ZIaVIUdC3BwPOUOHGcv5uSIUt3Cb3HMXd5XahgZNY3eTHu0cZiniQIYc\nwDtomUNBYdwYpMdNlEqbcqmUmxOGrLhlHHnFCem2GHfVR49bYE6oplDc+BqSJQ5EBo8DGTS42Eqp\nuLmBq1R2lALhe0waZQawKshP/Pcv4XNn1nDn0WkQQpATxC1djxtfdz0avt+ZIMhXKG6dXKWmDsdj\nGXQ8jSBv6YKwPnJ2De/44y/i82fTJRT0i1R/JUrpnwJ4E4Dl4L83UUo/2ONpTQDfTil9EYAXA3gd\nIeReAP8JwG9RSm8EsAHgR4PH/yiAjWD7bwWPAyHkFgA/COBWAK8D8HuEkL2TQKnQFZv1Fixdw8IE\nO8ErUiPysMAGBWtts+x4qdSV7p54fxvQnuNmGxpT3DwKz+tdKhUjrwbKceNuMpI5mV1B4VqD8yDH\n85H168sVt0qS4jZkow4nHGlPVf54nhHZSw1KgqExcwJXn7q9xqCuUm5OGPRjs1P2uHkeRbnhtLlt\nCz0Ut+fXmSL2x29/KT78k/cH++TmhN5xIEBYzvQkcwJ3wXLFrVupFGD9bXIcCC/XPhc8X54DOwqk\n/jNRSk9RSn83+O9UisdTSmkl+NEM/qMAvh3Ah4PtHwDwvcG/vyf4GcHvX03Yleh7APwFpbRJKT0H\n4AyAl6U9boXdja2ag6mCKe6utxNG3AyKhuPBNnVYejSLh+cMyYobd5QaGokqbo4P29CDu2RfKG5J\nKhhfLLgTdZASJ3eSDvtCpaAwDmiSApNVMS5YOgiJKW7e4IafJPQ7ZJ5fwPspleoamyrB17x05oT+\nXKWUsvaOQXPchOImjaKSIStuLddvy5Pj5LQTcbuwwYjRsblwAHxacwInlfyG25PMCdwFyxW3qQ7m\nBEHcWl7b5AQAuBTMaa1nCON98tIWNmut3g+UMNLVnhCiE0K+CmAFwEMAngGwSSnlZ9oFAIeDfx8G\ncB4Agt9vAZiTtyc8R97XOwkhjxFCHrt6dTSxEQrjx2bNwXTeFM291RSp2lnRcH3kTB2WoUVIWpI5\ngStuixN2Qo+bxrKXgjBLILnZNwzg9Ts+Ji3Egq0cpQq7EHKPW9bzgBCCkm1Ebub4uTpso07WIfP8\ncVxx66dUyvfJh8EPU3GLEybPR6oMy7SvO1tKJm78BtOnjLjFCSQnp51CeM+vM2LEHfwAkAteI22p\nNELctNDYYOoE51YZces0ooz309VaniBnsjmBE7c0WXQcP/i+R/AHnzmb+vHAiIkbpdSjlL4YwBEw\nlewFI9zX+yild1NK715YWBjVbhTGjM16CzMFS9yxjqJU2nQ85AwtMsuu3vJQDi4IboLitjiZayuV\n5oTiFva4JREqftc+lADejAu2gsJOgi65SvshDRO2EVHcRuYq7XPkVXmQUmlwTovXSDM5YYAct6EQ\nNzOD4ua1EzehuHW4Qb+wUcPChC362gBIPW7pFLdmhLix3xFCMFu0xE1Ap1JpIaK4+eJ1OWG9GBC3\ntOOvGo6H7YaLlXKz94MljGW1D6JEPgXgPgDThBD+CR8BcDH490UARwEg+P0UgDV5e8JzFPrEdsMZ\n62y1frEZlEoLZlAWGVGplCtunExdkcZrySpcRHGLmxMCxc31QldpV8VtKD1uvFSqFDeF3Qd+erh9\nKG4AK0Em57gNu8eN/T+1OSHW49bvrFIgHfnjn13qHLfgDfG34wc3mwPHgQQuz3wHksmJmxOECsdN\nEqGilbzOX9io4+hMPrKN7yvNrFJAUtxoqLgBoUHB1InoWYsjH/TR1R0XTccLDGlEEFZepUmruHGi\nuJmxJ25kxI0QskAImQ7+nQfwWgBPgRG47w8e9iCAjwb//uvgZwS//wdKKQ22/2DgOr0OwEkAj47q\nuPcLHnz/o/i1j+388bNbdVYq1TSCkmVgewSu0qbbbk7g/W1AtFS6UW1hMmegYOmC0FHK+zXYSez5\nNMxxS+pxiwfwKsVNYZ9CVmCy5rgB7GKdpLiNbuRVf6XSfoibUO2Ci3ve7N3jltZNy0kMH1zvBXEg\ng7ZcvODgBO4+MdPx93y94mXGjopbxx63Oo7MFCLbwlJpSuLmtStuAMTYtImc2dHoJZdK+Q0/Owb2\nf+5jS9vjxsvgWxmJ2yiz2A4C+EDgANUAfIhS+reEkFMA/oIQ8h4AXwHwR8Hj/wjABwkhZwCsgzlJ\nQSl9khDyIQCnALgA3kUp3flS0Q7HudUq5kvJzp+dhM2ag+lgYHHRNkaquFHK7gQBiHEsAEsU51iv\nOZgtWhF1jhMw29ADJxhtG3klo01xG8ScwBU31eOmsAshz+3t5ytctA1BbAA5x22450P2HDf2ON5a\n0e+sUgDYrLVQtPSuxFbPGAfCy4Z5S0el6cKjLA5kUHPCO191A975qhu6HGdA3AJiZmfocfN8ikub\ndbzhjoOR7ffeMIczVysodCG2bF/trlL5/XLiNtnFSBIvlXJlLp6LV8+ouGV1oY6MuFFKH0fCdAVK\n6VkkuEIppQ0Ab+7wWu8F8N5hH+N+hedTbNWdSKlvJ6LhsAbQ6UDCLuWMjk2rg+2HmRN43wXQXXGb\n6UjcNNHjJswJCTf+bQG8wzAnqFKpwi5E6Crtb9zSRM7AZflcHVGOGz/OtKVE/l7WKi0Q0jnQtftr\nsMVjtdISa2AniB63jCOvuILk+zwOZLTrCD/OWgfixtfQpB63K+UGXJ+2KW733zCP+2+Y77nvbuYE\nQCJuXUg2V9jqjoeGGypu8feRlrhxwibng6aBqq/sQ5TrDnwa7d3aieBfan63GneQDQOUUnYCBuaE\nptTjxu+u4j1uswUrEtbL7+BYj5sWMSckXYwIIdAIuk5XSAsVB6KwmyFmlXr99VeVYir8qHLcQsUt\n3eMFcau2MBW0evS7z9VKs6diF7pKsylufI3zabsCNQpogrixv1m8VEoIQcHSE2/QLwQZbkdn822/\nS4P45IR4qZT3uHUyJgDRnDke3A60u3TTlkr59SxrqVSt9vsQ67X2WZs7Ebxhk5dKJ3LG0CcntDwf\nlAJ2YOnmn8lyuYEDUznogdlAHFMtVNyawUWi6YSlUl2USjsH8ALhhUXXBgvOVXEgCrsZ+gBxIABQ\nss1YjltnN/cg6Hdywkathek+yqTyPteqLbEGdkLoKs2muHEiIkqlY1LcOvW48WNKUqwubDDHZlxx\nSwtezmx2MCfMlXiPW7pSad3xkbOSFbe05gTe45Yl9w1QxG1fYnO3ELdAPp7OB6XSEfS4NaRBwXKO\nGx+AbGgkqrjVWpgtWrB19lhKaai4iVKpL8wJnRZ6vl4MulCGxE2dygq7D2TAOJBScDPHWxPcEblK\ns+a48cdTCkz1KHN2fI3g3F5PQdz4OmOm/AwtnREObk4IZ5WOlrjpbaXS9r60omWIedAyzm/UQAhw\naDrX9rs04IpbUhwIkE5xi5RKgxgpgH3+skM2bWLDdqO/eCu12u9DrFfZl6W544kbI5gRc8KQFbem\nCFFkpVKfsnJLpeFiMmfC1DVxF88bUmcKTHGjlLnh5DyfzIrbgKUJXipNu2ArKOwkhK5Sv69yIg+2\n5aW10eW49WdOAICZHqSrE/ga4fkUU/mUPW5pA3jN0JzA98EUqFErbmy/XFGLx4EAQMHWUUtY569s\nNTBfshPJXhrIpdKkSRFhj1tnxc02NGiElXqbkquU/w5gKmJqV2m9v+uZIm77EBtBFtlONydsJvS4\nDZu4NaQypynZxZtB46mpE3EXz0vMs0VT3NG3XD80J5jMVepJxK2j4hZsHvQCo2msX06VShV2I8JZ\npbQvV2kpNmier2nDjwPJZk6Qz/tBS6UAeipuuiBuaRW3eI/bcAJ4e4FXGjr1uLFjSjah1R2v69iv\n3vsmoo+Zx3YkmhO6KG6sB89AveVHXKVASIaPTOcz5LgpxU0hJTZ2Sal0KyiVTsV63Cil3Z6WCQ03\nqrgB7HPhJ6Whh+VTTni54sYfGy+Vuj1y3IDwzniQ8F35tVSOm8JuhExw+jUnAGEwtzuiHjcjI3GT\nlZxejtBe+wR6kz+R55jRVVqQFbcxmBO44saJTRJxsw0tsRrUcv2B1zmeBhAaw8LfLUzYIKTzuC6O\nnKmj1nIjrlJ23Ozfh2fyGUqlSnFTSIndYk4oNxxoBCgFfRgl2wCl4Ul/YaMmkqr7hTwoWA5obLge\nU+E0IkqlfGoCz3Hjj5XjQAydsBTyLjlugJx0PgTiphEVB6KwKyETob4CeAPFjQdzc3V82K5STZRK\n0z4+/Hc/GW5A9Kaut+IWtExkDODNm0EAb6C4jToOhL88LyXGm/rZNl0YvmS0XD+xtJoFLGTdk26s\nw9ebL9n4839xL95055GurzFfsrBaaUZcpey42eScA5O5jpMf4ig3nL5UREXc9iF2S6m0XHcwkQut\n9PGyyL/6y6/hlz76xED7iJsTAK64eciZGkxDExEDXKmcKVoRdS7qKtUiilun60fWQM9uMDSizAkK\nuxLyjU0/ak9ccQuHzI9IcUt5vsrEsRfp6rVPAMPvcRMBvOz/lLJy6ahvAAlhN5ldFTdTE1UMGUmz\nTbPCNjQ0HR9uguIGAPdeP9dxXBfHwakcLm02UG95kcdahobZooWibaTPcWu4ONqHS1at9vsQ3Jyw\n8xU3N9IoKhbpgLhdrTSxsp1tOG8cDSe5VMrGYOmBqzSmuBXiiluY46YTRHrcOl2MRLPzEEoTpq4N\n/UKloDAOyDyhn5uYMFeLl0pH1ePW38grIHQrZt9nesVNuEoHGHnV79ixrNA00nFyAsDmnSaJCi13\ncOLGxxp2myXdCwen87i8VUcjmE/NkTN1zBYt5ExdCAK9UK47ODyTPZdulCOvFHYodkscSLnuRMoM\n8bvr7YaLQdeZkLiFilu16YFSBOaEaI+bRliydpzkAbzHTYu6SjscoCBuQ+lxIyqAV2FXQiYK/dzD\n8DWhGiTtcyXlWo+8ipRK+1TcZPKZOsct5TowmTMxUzBxw0IRQDirdNQ9bgACxS0wJ+jt6pZtasml\nUs/va+arDEuP9rj1ozAemsphI+i/lkulNy9NgBB2M9HyfLie31MB3W64mC6YmSdrKOK2D8F73Nzg\nZB3HXVY/2Ko7EYdPXHGrNJ3BiZvLS6Wh4sZDEW2DNf3zi8F6jY2e0TUSMydEZ5XyHDdC0DFcN+tC\n2w3zJVuERyoo7CbIikd/ils0DoTfZKVt0k+LfkdeAUNylfYolWZ1leZMHV/5pQdAg3XKpywOZBy9\nsnqvUqmhdzQnWIUBS6Vm3JzQh+I2FSpksjnhP33/HQCAP/inswBYH99ED+JWbrBrXNY+SEXc9iF4\njxvA7mJyWv8W61Gi3HBw/XxJ/CwakRsuHI85PwkGiwdpOGEQJF9E+Kgt29Rh6ERS3ByRycQf63i+\nyIKzTQ26TlI5tLSMd/Dd8MEfvSdiS1dQ2C2Qr2uD9LgJxc2j0Eh/RoduyKy4DdlV2uvCLlylGUvE\nhBDoJFizvPHcxBsawbZUpYhDnmAjYyilUhEH0m5OSIuDUgBw0rrL+97qjoeJLtEivk9RabqYzBmZ\n+yDVar/PwAfMF4Mv1042KJTr0R63CZt9uStNV5RL64430MzVplQq5Yset2jnDA2mFpZK16stkfXT\nqVQqctx6DGwOFbfBF8rZoiWUBwWF3QQyoKs0Z7JA1Gqgwjt+7/JUP8g68ipLlEevfVqG1vPGTB9g\nPdE0wlyldDylUpn8JhExy2DmBEop1qstXN5io66GYU7gM6Y7mRPS4JCkuOXNdtGDb+tlUKi0XFAK\nTPShuCnits/AB8wvTbK7hp3c58ZlZA6uuFWbbiSId5DB8025VGpES6U5U4dphLNKN2ot0WjMw3qb\nQRwIIYzMiRy3XoobyVZ6UVDYixjUVUoICUYkhTluo5giknXkFScnJOiJ7W+fbI2Zzps95xn3q7gB\n7D3xCKNxKG69iJttBBNsfIr3/O0pvOvPvgxgODlurPXFFyPS+lHcDkzJilsCcZMUt27g163JvKGI\nm0J38P62nU7cHM9HreVFFr2izU6IStONkLV+06eBqDnBFsTNFduMVIqbB9vQomUHv3tMAzZ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tPB9llCyEOEkNPB/2eC7YQQ8l8IIWcIIY8TQl4ivdaDweNPE0IeHNUx72Xw0VIHp8LyI1Pc0jlE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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113772748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2011 全年数据分布图\n",
    "fig=plt.figure(figsize={10,5})\n",
    "sns.tsplot(train_data.cnt)\n",
    "plt.xlabel('days')\n",
    "plt.ylabel('cnt')\n",
    "plt.title(\"daily cnt in 2011\");\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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n1mYbxQnHpyvYNpTDRWvzsZ/raVeIvfHS9RjOp/DUqfg8N+Ysv2LnkM/hCmvA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\nCDduZmZmZg3iPxlrDOsITA2sAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11579efd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2012 全年数据分布图\n",
    "fig=plt.figure(figsize={10,5})\n",
    "sns.tsplot(test_data.cnt)\n",
    "plt.xlabel('days')\n",
    "plt.ylabel('cnt')\n",
    "plt.title(\"daily cnt in 2012\");\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4xN9XfWSLxQMmleT5CtdcPNiqZ9/2HjNlrKywmZQUJpW/WYXPPfRigQD73EMv\nYiK7RTmK5JUisgEnShzgMlV9Zah9LBbTmFSSm1K4doUDLFswk+vzHB+XLZjpXXEr0BkOFCi2O8OB\nMhcrR4iVyK5YiSuAyXS1Aynr21HVV1T1O+7DChxL3TEVKgDmliF96Syrnx0QQf/sO55TiXSGg9z6\n01dJuPsl0llu/emrnssTBwJSora69yV2LcvZWN2MpSkw5awI5pYh0YiZCHpT5Ynza6vnrFd3rnuN\nu6+c6Wk8cCQ97MDZYE1TW4hIh6omSn1u8Setar0CM86K4L/ocFM+SKaEV66vXHrYnAB7bOMO1/xe\nnUdySZO5iLygqrNE5AFV/URVR6kz7Woy96NZ2SQmU4Oa+J6MFgA0cG4mA34z2Sw9h5IcTmYKHCjH\njYwMZX6vzk9HRF4GvgF8Hbhx4Od+jr1qV6FjKrgS/Odo6FeB6ifBbDLgN5ZMcyBWpFpoNDyU42PV\nQucs4OPAFTgpQ/NR65HsP0w5mYFZAWYCv40nh5+EjilnxSr6qi7KXFWfAZ4RkQ2q+v1S21n8g8l4\nmVrmyK0Ev40H/Le8MmnmbrTJ/AERWSoiP3Yf14lI/eP/LcMSCJRwMqtA71dLk2klxJIZlp53Eutu\nOIc3vnER6244h6XnndTQkrmmvKSNJYo3WGwvVuL6xwxc/3Jux38CZrvP/wTMwikDbPEZneEgT766\nm+ULZ/H6bReyfOEsnnx1t2d/DzBfUbNaukKBEhVHa10vsjTGci0bEl4m/3QCUsLnx0CSs3Lm3H+g\nqqflvX9KRF6s+siWAkxMr+OpDOf/3iSu/eELVaVIgMKKmvkmUyc3S/1/6H15FUfhSFIpr4niTWLM\nZG5IeHWGgowaUGxvVEfIc8oOgM5IkDsfNePzM5ByvpmMiJyoqm8AiMg0wJaAMYhJE+6a7kJBsaZ7\nB1efdYLnMfmtoqYfdTom/WtMCK9A4EhddhGYMKqjYsX24RLZFQ8n0p7TZAyknNQW5wM/AN7E0U4f\nD1ylqr+s6sg1pNmsV6YsMyZTG4DPLDMtbL3ym3sCuHXGYslBcWXjo0PWGTOTTwcc72Rghvv2Nb97\nKjeb0DFl6jZZMcFv+PGHaRI/CfjceCrw+TGWmB1XyFRT1dMyBH4stuY3TMZe+RFTIR6mMJnkfyCN\nPzuLsWqKJlMb+BG//TBbmUbVMrfUkVw1xfyYGa/kzJwD89o2opaTpTGYyiOd84samG/ZRJL/chTJ\nT6rq+cNFvd+jAAAYbklEQVS1+Ylm0+kYq6bpsyJylvqSyWTZX6RA3vgRQyp/TfZVXY5kEel08yFP\nEJGxIjLOfUwFjvV0BpYhMTWVzTdznvilnzHv279i98FEw7yILfUlllcgL+dkeP3qTRXlkc73i8rv\ny2uCsmIMJf4+DXQDv+s+5x4/Ab4zXMeu0HpORF4UkS0i8ndu+wki8qyIbBORB0Uk4rZ3uO+3uZ9P\nzevrZrf9NRGZV+nJ+hVThe/DAWHZ/JkFXqTL5s8k3CLKVsvQmDQk5BcAzIWdTBrdYUSnU87y6jpV\n/UfPHYsIMEJVD7mxWs8A1wN/C6xR1dUi8l3gRVVdLiJ/DZyqqn8lIvOB/6mqV4rIB4FVwBnAMcAv\ngJNVteQvstmWVyadA2PJ9KCyIdFI61SFsJTGpMtEhTW9jPrp/BEwlTzFs6quLOcA7v5RHKFzLfBv\nwO+oalpE5gK3qOo8EVnnvl4vIiHgXWAi8EX3eN90++rfrtTxmk3oQGvmd7HUl3gyzcF4epAeZnRn\niE6PYTANSW3R34vIA8CJwCaOhD8oMKzQEZEgzpLsJOD/AG8AB1Q1p2TYwRH90LHAdgBXIL0PjHfb\nf5PXbf4++cdaAiwBmDJlynBDM4apH7kpc7A1KzcnJqxO4WCAkR0hvveJ2YzsDHEoniYUEMIVWK9q\nmdqinLtyDvBBLWdKNAB3CTRTRMYAj+Loh2qCqq4AVoAz06nVcfLxo5esnek0H6asTolMlgN9JbL9\neRQ8Jkv+DKSckbwM/E41B3HroP8SmAuMcZdPAJOBne7rncBxAO7nHwD257cX2aehmKw6aQJTeVks\n9cWU1SmbLVEgrwKDk8mSPwMpR2RNAF4RkeeA/pgrVb14qJ1EZCKQUtUDItIF/CnwLRzh8zFgNbAY\nxxoGTkrUxcB69/OnVFVF5HHgX0XkbhxF8nTgufJPsXb4LfI5XwgC/UKw0UGRlqExVhLH4JKolmEn\n5ZzVLRX2fTRwv6vXCQAPqepPReQVYLWI3ApsBHKpUL+Pk6VwG9ADzAdQ1S0i8hDwCpAGPjOU5aqe\n1HIKWgl+E4KW8jhcInzFaxoJk+lqoXb6wbKsV81GvaxXftPpmEzMbakfpnQ6JkvQVIgZk7mI9OJY\nqwAiQBg4rKqjqxpeDamnydxPitsKfSssPsCE9cpkCZoKMWMyV9VR/T06Dn+XAH9Y+bhaC1NTUBPC\ny2RZWUt9CQYDjHKFTKW5j2LJEukoKpzpmgoeHYinkbhm88dE5Ku4TnuW6hn4D7WvN1HRP5TJsrKW\n8vDTTNekItlk8OhAht1bRC7Le3xMRG4H4lUd1VJAPJ2hN5Hm5jUvMeMra7l5zUv0JtLE09705bU0\nc1oG4zcXBaMlaAwGjw6kHJ3OD/LepoG3gHtVdU/VR68RzRYGYVIB7Kd/3lbHdBnnaq+bSZ1ehWlS\njOl0rvIyWIt3TPtXmDJzWgE2NKZcFExZQU2WoIknM3x+3oxBAiyezBCttUeyiEwWkUdFZI/7eERE\nJld1VEsBJqfFpvDb0sGPmEpJYq7YnlOCZsKojv4SNJVarrKq3Pjw5oIx3fjwZrIGXGzK0Qj9AMdb\n+Bj38X/dNoshopEg9yyYOUAXM7OhTn1+C/HwI6Z0aH506oyW8JKudpYD5VmvJqpqvpD5FxG5oeoj\nW/pxXM47fFXpwI8/BL9hKlTAlGe7SWdVU17SxShnprNfRBaKSNB9LMQJxLQYJKeLCYj73GDdiaml\nQ6tj4rqZmjGZnJ3WspZ9Odar44F/xIkQV+A/gaWq+k7VR68RzWa9Av8pbf0W4tHqGKkUaqhoIziW\nuV+/voe5J07oz0K5/o19nH3yUUPNvoxZr94Ghowob2fMlZU1EzNjMqlYKxe38xsmrI4mA5C7QgFm\nHz+Oa3/4QoFzYFeoeo/kcqxX97tJuHLvx4rIfVUfuQUwZeGJJTMsXbVpwLR4k+eljGmLk9+WfK1M\nNqscSqTJqvtcwTUz6Rxay2oQ5Yi/U90kXACo6nsicnrVR24BYqkMq559uyDWadWzb3P12dM8/bNE\nO45k3s93xPLqp2Pz6TQn+Qn1IUg6kyWm6jmhvsnZaaMrfAZEZKyqvgfg1sKydzDQFQ5w6emTuemR\nIw5U3/roqXSFvU1BTTliWYtT/TGxnE2mM8SSmUFxTqGAeE6obso5tNHWq7uA9SLydRH5Oo4i+e+r\nOmqLEEtmuOmRQgeqmx7Z7HlZlCnhiJXx6IhlLU71xdRyNpXVokuZVAMdMYNuier8pdodl59K0ECl\n2GGFjltq5jJgt/u4TFUfqPrILYCpNJPG0lXagM+6YspEbbJInik6I0fSpLx264XccvEp3LnuNTrr\ntLxCVV/BSRdqycOUtcDUVNZanOqLyXLQtVrKVEosUSJNSoWpT/Op3v7Vxhhzgw8Hi5YDrmSGYi1O\n9cPUctbk9TdFVzhQdExe9ZXFsDmSq8SUX4ypLG1+czJsZUw6UNYqS1+lHEqkue/XbzLvQ0f3W1TX\nvbxrOMusubLCzUYzeiSbwAeJuduOVhXyFXo3l3XidnnlEzKZLL3xFFl1UpdmMt6dsEw5GVrKp1WX\ns7W0hFqh4wNy+WiXrOzm5C+vZcnKbvYfTnoWPPlOhm984yLW3XAOk0Z3GKk/bWkvukIldDoGwiDs\n8soH9MZTLFnZPSjt5YpFsz0WW0vTEyuSrjIaMZIHxdI+1FKnY+/EKjGxpjflp5HvZAj0OxmuWDTb\nUz8WSzQS5J6ntnH3L7b2t4UCwmfPn15133Z5VQWmPFJzfhr55Pw0vOBHJzNLc2J1Oj7FlEeqKZdz\nGwZhMUUtvdvtX2AVmPJI7YwEebJ7N8sXzupPmPSTTTv5xNyp3sYTdnItDzSZ2zAIi1dq6d1eM6Ej\nIscBK4FJOBkHV6jqMjdK/UFgKk4NrSvcdBkCLAMuAmLAJ1X1BbevxcBX3K5vVdX7azVuL5gKg4gn\nM5z/e5MKEiZVWu4jEgwUlCCJNNDBzNLcmCxnlE/NrFcicjRwtKq+ICKjgG7gUuCTQI+q3i4iXwTG\nqupNInIRcB2O0DkTWKaqZ7pCagMwB0d4dQOzc6k2ilGO9cpcxr/qPVIPxVNcU8R6de+i2Yz0YL0y\nWfzNUh6t6hxYIY21XqnqLmCX+7pXRF4FjgUuAc51N7sfeBq4yW1f6dZL/42IjHEF17nAE6raAyAi\nTwAXAKsqHZspYREICOOiYVYsml3gvu71pjNV7sPm06kvNo90ZdRl7i0iU4HTgWeBSa5AAngXZ/kF\njkDanrfbDretVPvAYywRkQ0ismHv3r1DjseUAjibVXpiqQKnvp5YqmHWK6tIri+2Nlhl1FzoiMhI\n4BHgBlU9mP+ZO6sxsr5T1RWqOkdV50ycOHHIbU3NCEzddF3hIMsGFNtbtmAmXRVEq9t8OvXDziwr\no6YLfREJ4wicH6nqGrd5t4gcraq73OXTHrd9J3Bc3u6T3badHFmO5dqfrmZcpvKXmLrp+lIZut/q\nKbBerX9jH2dNn8goD4pgm0+nvpisvtBO1NJ6JcD3gVdV9e68jx4HFgO3u88/yWv/rIisxlEkv+8K\npnXAN0RkrLvdnwE3VzO2XCGxgbmNG5V8qSsUZO6JEzgQSzGqM8yBWIq5J06gq4LC97WyOFgGEw0H\n+e7CWbwXS/VbC8dGw3ZmOQy1vCs/DHwCeElENrltX8IRNg+JyKeAt4Er3M9+hmO52oZjMr8KQFV7\n3NzMz7vbfS2nVK6UvlSWxzbuKKji8NjGHW5cSfkzC1PCK5nJEktmuHnNS/393HXFaUSCAUIGAuws\ntSOZyRZct3sWzGzoeJrBmtaWAZ+mrA698RTPbN07qAriWdMneprpHIqnuWZlEVP3ojmeU0M2w03X\nKvjNRcEH1jQb8FkKU7qPSECKVkGMeDaZl9ANeUxJ4YObrq3wmyK5Weqete3c3UTypWSJ0iHJRpnM\nrQm3rvjNRcFvQrAUbSt0TGCydEwxk7nnBO9NctO1Cn5zUfCbECyFf+ZcTYgp61UwGGBcV6TAs7kr\n5D0xdyyZYel5Jw1KvGRNuLXBby4KOSE4cHntN2taWyqSTZHOZOk5nBxUDnbciAghDwIjnc7SEyvS\nTzTiyXqVS3s6sJ/xIyINrSxgqR8NNiTYahBDYeLiHIqn2brnICdOHMXIzhCH4mne2NvL9KNGe7I6\nmUpX6jdriqXtsNarUpgq1RIKwLFjonz6ge4Bhe+9jceYbsjqdNqeZnCZaMs5dyyZLlGqxZu1KF3C\nepW2AZ+WBmAqfW6taUuhYyyVhKF+ukLFy8p6DYPwmzXFUl+axWWiLZdXsUQJK4/H4vCmrFehUIBx\n0cHWK68hEH6zpljqS7Msr9tS6IQCsOiPpnIglgKgIxRg0R9N9ayLMRV7lc0q7/WljHgS24DP9qVZ\nXCba0nplqihdbzzFD5757aCLfNVZJzTM6tQMikRLbfCBy4StZV6KrNJflC639r3x4c141bd1hYP8\n5dnTOPoDnYjA0R/o5C/PnuY9+ZahaXGzKBIttaEvnS1q2OhLeytPXWvaUuiYCrDMZLIcSqT59ANO\nutJPP9DNoUTacw1yU1anZlEkWmpDs+h02lLoxEqYqGMeTdSmAj5NWZ2a5aaz1IZmcZloS6ETKFFR\nM+CxoqYpp758q9Prt13IvYvnVKREbpabzlIbmsVlwj8q7TrSGQly56OvFWQOvHPda9x9pbesb6ZM\n5mDG6tQsAX+W2tAsLhNtKXQOJ9LsPphg3rd/1d82d9p4z8IiEhCWzZ85yFrgNYmXKZrlprPUDpMu\nE7WyhLalyTyeTHMwnh4kLEZ3huiMlH+hsqr86vU9zJoyrj/g84V3ejjn5KM8L9UsFj9RYRZKG/BZ\niqxCZzhQUPIlIHg2mceSGb73/37L+jePCLi508YzZ+p4XzljWSxeqWXq07ZUJHeEAwyc4Kk67V5o\nFsWdxeKVWlpC2/LvOJHKkspmORTP9NeZGtkZJJHKEvVQgsbqUCytSi0LCbblTAcgnnLqFc34ylpu\nXvMS8VRlXpsmErxbLH6jlrP4tpzpZBXWdBcW21vTvYOrz5rW6KFZLL4gEBDGRcMFmQ9MzeLbUuh0\nRQJcevrkQdHhXZG2nfhZLAVks0pPzEzmg4G0pdCJJTNs+e8DBdar9W/sY+yIiYzq9CZ4bFR3c2Kv\n29DU0nrVlkKnKxwsWpnTa3S4rajZnNjrNjy1tF615XqiL5UpngLAYzS2jepuTux1G55axvG1pdCx\n1RfaG3vdhqeW1quaCR0RuU9E9ojIy3lt40TkCRHZ6j6PddtFRO4RkW0isllEZuXts9jdfquILDYx\nNlt9ob2x12148q1Xr992ISsWzWZcNGxk+VnLmc6/ABcMaPsi8KSqTgeedN8DXAhMdx9LgOXgCCng\nq8CZwBnAV3OCqhpMVV/oCgVK9NOWE8imwXqSD0/OerVkpZOgbsnKbnpiKSNZKGsa8CkiU4GfquqH\n3PevAeeq6i4RORp4WlVniMj33Ner8rfLPVT10257wXalGC7gszee4pmte5l74oQC69VZ0yd6zm18\n36/fHJQj+eqzp9nYK59jrVdDU2Hebl8GfE5S1V3u63eBSe7rY4HtedvtcNtKtQ9CRJbgzJKYMmXK\nkIMY0RHiulWFRfFCAeH12y4s+0TA0Q3c89Q27v7F1oJ+Pnv+dE/9WOqPrZoxNC1pvVJnimVsmqWq\nK1R1jqrOmThx4pDbxhIl1vQJj9YrqxuwtCitZL3a7S6rcJ/3uO07gePytpvstpVqr4qAUCJdqbd+\nrG7A0qrU8t6ut07nDmC/qt4uIl8ExqnqF0TkI8BngYtwlMb3qOoZriK5G8hZs14AZqtqD0MwnE4n\nnc5yKJnmQCzFceOibO+JMSYaZmQk5LmqptUNWFqVCu7txup0RGQVjiJ4gojswLFC3Q48JCKfAt4G\nrnA3/xmOwNkGxICrAFS1R0S+Djzvbve14QROOYRCAUYSIhgQRGD8yEhFZXzB6gYsrUut7u22TFfq\ng0qINcPOvCwNxFb4LEWsRBhEs7vB2wqfFpNks8qhRJqsus+G7qO2FDqmwiD8ho0pspiiln9gbSl0\nTIVB+A0bU2QxRS3/wJr7r71CouEgyxfOGmS9anZTdy3z2lrai5Z0DmwkIkIqU5gjOZXJIk1eq8r6\nDVlMUcvVQFtaryqMK6kppqxO1nrVnPjtumWyWXa+Fx+U0vfYsZ0EAyXnKr6MvfIFftN9OEq7BEtX\nbcrLZDeT8SM6PN941m+o+fBjJsO+VJbHNhYWL3hs4w43mLm6BVJbLq/8FjMVS2ZYumrTAKXdJhvD\n1Sb40eoYDQdZcObx3PL4FmZ8ZS23PL6FBWceb0vQVEpO9zHwn6VRuo9oR4mZV4fVxbQDfpt5Q20L\nSbal0KllTZ9KyEW9D7I6JTKM7GzLS9RW+NXqWKulelsur2qZFa0SAoESUe9teXXaj3azOlrrlUsj\nrVfZrNIbT/Fent/Q2GiYUZ1mctJa/I/frFcVYq1XpYhGgkwa3cG6G87p18wvf3pbw9bQgYAwqjNM\nMBhABCaM6mjWm85SIe1kdWztsytBPJXh8/NmcOPDR3wQ7rj8VOKpDNFIY76SdrrpLO1NW2oNslm4\n8eHNBSbKGx/eTDbb6JFZLK1PWwoda6K2WBpHWwodvzkHWiztRFsKnXYzUVosfqItNZa19La0WCxD\n05ZCB6y1yGJpFG25vLJYLI3DCh2LxVJXrNCxWCx1xQodi8VSV6zQsVgsdcUKHYvFUldaMrWFiOzF\nqZVeTyYA++p8zKHw23jAjqkc/DYeKH9M+1T1guE2akmh0whEZIOqzmn0OHL4bTxgx1QOfhsPmB+T\nXV5ZLJa6YoWOxWKpK1bomGNFowcwAL+NB+yYysFv4wHDY7I6HYvFUlfsTMdisdQVK3QsFktdsUKn\nCkTkOBH5pYi8IiJbROT6Ro8ph4gERWSjiPy00WMBEJExIvJjEfkvEXlVROY2eDx/416zl0VklYh0\nNmAM94nIHhF5Oa9tnIg8ISJb3eexDR7PHe412ywij4rImGqPY4VOdaSBz6nqB4E/BD4jIh9s8Jhy\nXA+82uhB5LEM+Lmq/i5wGg0cm4gcCywF5qjqh4AgML8BQ/kXYKAz3ReBJ1V1OvCk+76R43kC+JCq\nngq8Dtxc7UGs0KkCVd2lqi+4r3txfkjHNnZUICKTgY8A/9zosQCIyAeAc4DvA6hqUlUPNHZUhIAu\nEQkBUeC/6z0AVf0V0DOg+RLgfvf1/cCljRyPqv67qqbdt78BJld7HCt0DCEiU4HTgWcbOxIAvg18\nAfBLUZ0TgL3AD9wl3z+LyIhGDUZVdwJ3Au8Au4D3VfXfGzWeAUxS1V3u63eBSY0czACuBtZW24kV\nOgYQkZHAI8ANqnqwwWP5c2CPqnY3chwDCAGzgOWqejpwmPouGwpw9SSX4AjDY4ARIrKwUeMphTr+\nLL7waRGRL+OoE35UbV9W6FSJiIRxBM6PVHVNo8cDfBi4WETeAlYD54nIDxs7JHYAO1Q1Nwv8MY4Q\nahR/AvxWVfeqagpYA/xRA8eTz24RORrAfd7T4PEgIp8E/hz4uBpw7LNCpwpERHD0FK+q6t2NHg+A\nqt6sqpNVdSqOcvQpVW3ov7iqvgtsF5EZbtP5wCsNHNI7wB+KSNS9hufjH6X748Bi9/Vi4CcNHAsi\ncgHOUv1iVY2Z6NMKner4MPAJnNnEJvdxUaMH5VOuA34kIpuBmcA3GjUQd8b1Y+AF4CWc30Hdww9E\nZBWwHpghIjtE5FPA7cCfishWnBnZ7Q0ez3eAUcAT7v393aqPY8MgLBZLPbEzHYvFUles0LFYLHXF\nCh2LxVJXrNCxWCx1xQodi8VSV6zQsTQFbpT6X+e9P9cvEfQWb1ihY2kWxgB/PexWFt9jhY7FOCIy\n1c3B8i8i8rqI/EhE/kRE/sPNE3OGmzfmMTdPy29E5FR331vcvC5Pi8ibIrLU7fZ24ETXQe0Ot21k\nXo6eH7nexRafE2r0ACwty0nA5TiRyc8D/ws4C7gY+BKwHdioqpeKyHnAShxPZYDfBf4YxxP2NRFZ\njhMg+iFVnQnO8gonqv8UnLQU/4HjIf5MPU7OUjl2pmOpFb9V1ZdUNQtswUlMpThhB1NxBNADAKr6\nFDBeREa7+/6bqiZUdR9OwGOp9A7PqeoO9xib3H4tPscKHUutSOS9zua9zzL8DDt/38wQ25e7ncVH\nWKFjaRS/Bj4O/UulfcPkIurFWW5Zmhz7z2BpFLcA97lR5zGOpHMoiqrudxXRL+Nkr/u32g/RUgts\nlLnFYqkrdnllsVjqihU6FoulrlihY7FY6ooVOhaLpa5YoWOxWOqKFToWi6WuWKFjsVjqyv8HZ+Z0\nDVgLtFYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11383cda0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1138d6908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 月份数据分布\n",
    "sns.pairplot(train_data,x_vars='mnth',y_vars='cnt',size=4)\n",
    "plt.xlabel('month')\n",
    "plt.ylabel('count of cnt')\n",
    "plt.title('cnt of each month ')\n",
    "plt.show()\n",
    "\n",
    "sns.countplot(train_data.mnth)\n",
    "plt.xlabel('month')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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llN0fjGgq1N+1aaIp1J7AvwEvA++aWclddQVl/dBE4HUAM8tLeo9oCjYReLSi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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113928160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11388b358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 季节 season 数据分布\n",
    "sns.pairplot(train_data,x_vars='season',y_vars='cnt',size=4)\n",
    "plt.xlabel('1:spring, 2:summer, 3:fall, 4:winter')\n",
    "plt.ylabel('count of cnt')\n",
    "plt.title('cnt of each season ')\n",
    "plt.show()\n",
    "\n",
    "sns.countplot(train_data.season)\n",
    "plt.xlabel('1:spring, 2:summer, 3:fall, 4:winter')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1555QMU7nunNP8HE6LpWKRWNLSzsXz2/mmMvv5eL5zWxpaa954En1hM/OYpGt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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1139359b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1159e1f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# holiday数据分布\n",
    "sns.pairplot(train_data,x_vars='holiday',y_vars='cnt',size=4)\n",
    "plt.title('cnt of holiday')\n",
    "plt.xlabel('1:holiday, 2:other')\n",
    "plt.ylabel('count of cnt')\n",
    "plt.show()\n",
    "\n",
    "sns.countplot(train_data.holiday)\n",
    "plt.xlabel('1:holiday, 2:other')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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6alRht3rO6I3AEyKyzHyeSQOjg6Mgk+0lFsJiqLkL0xoILrBapRRsKj8Xsrsh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\nx+PxWOX/A8I6TVkZBWaGAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115c017b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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PtgPOrqpFeRnmIrUUOH/09wRLgC9W1deHjbQgbwfO6P4IvRN485Bhmr18VJI00vKhIUkS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\npMZZBJLUuP8BAfQy0JT1eXcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115c441d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# weekday数据分布\n",
    "sns.pairplot(train_data, x_vars='weekday',y_vars='cnt',size=4)\n",
    "plt.xlabel('weekday')\n",
    "plt.ylabel('count of cnt')\n",
    "plt.title('cnt of weekday')\n",
    "plt.show()\n",
    "\n",
    "sns.countplot(train_data.weekday)\n",
    "plt.xlabel('weekday')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7hAUdPeoDvt4n1EqnJZvnrXdT/OKr42iojbG9JcsrG7eRjMdosKhPI2TU1kQY96GBZWFB\nsyY1Uuvz8CrUb1ZdPMKg+lq+fvtyDrrsIb5++3IG1ddSFw/1YzFCSnOmkyReGUvi5RsWe2UYReoT\nMYbslWDxt4/hlR+exOJvH8OQvRK+hwWFenhV+pALhuRbHltrsVdGKGlJ57h44ugdDMkt6ZyvDoKh\nnr3ywVpvGH2G7S0Zzp+3fMcKn1PG0VDZbK5V+OyKnCozF5YPr2YuXEWuDypiw+iKPhEG0dux1BaG\nUcRyJAeApbYwjCJ1sWiHOZL99lsLtU0nm82zPZ3l3VSmLWlR/2QNDfEYMfPTMUKGDx765pHcFel8\nntZsvqzC582TGonH8sTC3Qk0Qkh9Isarm5rK2l7d1OS7uSHUPR0frPWG0WcIKvYq1J9zq/BpGEXy\nnczm+p05MNRKxyp8GkaRoD7Cof6kRwR+/OVGtrcUs9831EbxuaChYVQFhY9wqbmh8BFuqPVPVYS6\npxMRL5y/NPt9XjGlY4SSiMB1Z5QXKrjujDG+vw9mSDZDsmEA0JLO0pLN7+BCUhuLUBs3Q7IvmCHZ\nMIpk88rSVzbRP1mDCPRP1rD0lU1k82ZI9g3zSDaMInXxKIfs158L73iOgy57iAvveI5D9utPXR+o\n8NlriIp0OIaN+pz93jCqgaDyS4V6HFEbj3L9fWvKiu1dv3gNN57V2NOiGUbgBBUAHWqlk2rN8c77\nrUy8+fG2tiNHDvJ9itAwqoGm1iwLLziCAwf3K8sZ3tSa9bU6SqiHV0FNERpGNVAXizK0f7IsZ/jQ\n/kmLMq+EijMHprO0ZvO8VzJFuHeyhkQsQrKyKULD6DNsa8kwrQMXkjlTxvkaZR7qnk4iFiGbzZe1\nZbN5EpbWwgghZtMJgFQ6x3RXcqNAUbOb4jHCRcGFpH0YhNl0fCSokhuGUQ0E5UIS6rcrqJIbhlEN\nBOVC0u09HRGJisgKEfm92x4hIk+LyFoRuVNE4q494bbXuv0HlFzjUte+RkQm+iVbUPlDDKMaaGrN\ntrmQHPgfDzLx5sd55/3WqkzMPgP4W8n2tcBNqvphYCtwnms/D9jq2m9yxyEiBwOTgEOAE4CfiYgv\nc3gWe2UYRYIaXnWr0hGRYcDngV+6bQE+C9ztDpkLnOrWT3HbuP3HueNPARaoaquqvgasBSb4IV+q\nk9irlMVeGSGkNh7l+sXe8GrN1Sdy5cmHcP3iNdRWWezVzcC/A4V56UHAu6paeKvXA0Pd+lBgHYDb\n/547vq29g3PaEJFpIrJMRJZt3LixIuEiEeGms8pLbtx0ViMR8w40QkhTa5aR+9SXtY3cp9734VWX\n4wgRmaGqs7pq6+C8LwAbVHW5iBy7Z2J2jarOAeaA5xxYyTmJaITamgj/fdrH2pwDa2siJKKhntQz\nQkpdLMqkCcOZsWBl28RKd9S9qsR4MRVor2DO6aCtPZ8CThaRk4BaYC93Tn8RibnezDDgLXf8W8D+\nwHoRiQF7A5tL2guUnrNHNGfzXHjHczsm8Zo6ngZTPEbIaM7mmFHit7b01c3MWLDS81vz0WG20yuJ\nyGQR+R9ghIgsKlkeBbZ0dl4BVb1UVYep6gF4huBHVPUrwKPA6e6wqcADbn2R28btf0S9GI1FwCQ3\nuzUCGAU8s8u/tAOS8WjHhmSfx7CGUQ30Bo/kJ4G3gX2AG0ratwGr9uCelwALRORqYAXwK9f+K+B2\nEVmLp9QmAajqahG5C3gRyALfUFVfEnwE5YFpGNVAUO9DqAM+c/k8b21t4ZJ7is6B135pDEMH1BKN\n2PDKCBe5fJ4t29M0pYvVUerjUQY2xCt9H/wpKywip+H5zHzAXVQAVdW9KrlBbyaVznH/ivVlHpj3\nr1jvajeb0jHCRWsmTyavZWW2bzjzMFozeZIJ/96HSgZrPwK+qKp/6/LIKiMZj3Lq2GE79HTMpmOE\nkZwqz6/byi1nH85edTW835xh6SubOGrUYF/vU4nSeacvKhzwejqr//HuDg95QP1g6+kYoaOuJsq4\nDw3kwjueK58yrwl+ynyZiNwJ3A+0FhpV9V5fJekBgnrIhlENNGd2MmXuowtJJUpnLyAFHF/SpkDV\nK53mTI4Fz7xZZtNZ8Mybnk3H/HSMkNEbpswBUNVzfb1jL8JsOoZRpNfUMheRuSLSv2R7gIj82jcJ\nepDS2atCgNv9K9b7XufHMKqBoAoVVKK+xqjqu4UNVd0qImP9FaNnsJ6OYRSJRyP0r6spm1iJRYS4\nz6aGSq4WEZEBhQ0RGUgfyTgYVEVDw6gG0rk877dky8oKv9+SJZ3Ld33yLlCJ0rkBWCoiV4nIVXjh\nET/yVYoeIijDmWFUA3mFi+56vuwjfNFdz5P3OWihS6WjqvOA04B33HKaqt7urxg9Q1MnSbz8zh9i\nGNVAMtFJAHQieD8dVPVFvIDLPkVUhB9/uZHtLcVYk4baqO/pGQ2jGrASNAGQqInQmvFiTUZf/hCX\n3vsCrRklURPqx2KElGQ8yrVfKp+96o6JlZ3l00n4eqdeSCqd4+KF5WPYixc+b4ZkI5QE5UKys0/6\nUgAR6RP2m44wQ7JhFKmLRZnyyQPaymonYhGmfPKAQNOVxkXky8AnXXqLMvpC7FVQHpiGUQ3k8nnS\nuXxZaotZkxvJ5fPEfLTE7OxKFwBHA/2BL7ZbvuCbBD1ILAKzJpVXg5g1qREf08EaRtWQzisz5q8s\nMzfMmL+StM9z5p1+zlX1CeAJEVmmqr/q7LhqJpvXDgM+v3bUiJ4WzTACp9cEfOLlLZ4OHOO2/wz8\nXFUzvkrSAyQTMWY/spYb//RyW1ssInzzuFE9KJVh9Ay9acr8Z8A49/dnwOHALb5J0IOYc6BhFAmq\nrHAlPZ2Pq+phJduPiMjzvkrRQxT8Eizg0zBcWeH71pSZG65fvIYbz2r09T6VKJ2ciByoqq8AiMhI\noE84sjR3kpj9a0eNoMHSlRoho6k1yzvvtzLx5sfb2o4cOahHhlczgUdF5DER+TPwCHCRbxL0IBER\nvnLEh8r8Er5yxIeIWBiEEULqYtEOZ3MDLyusqg+LyChgtGtao6qtOzunWojHImxvzZb7JUxqJG5z\n5kYIac7mWP7Glg6rQfhZVrjSgM9W9qyqZ68kqETUhlEN1CdifGv+SrIlfjmxiPDSD0709T6hfrMs\nDMIwiqQ6mc1N+TybG+q3y2qZG0aRSCepXvy2cVaSmP3hStqqkaAMZ4ZRDSRqImRy5aleMjn/U73s\nLLVFrcuHvI+rADHQLQcAQ32VoodozhbrXhVC+Rc88ybN2T7hEWAYu0QqneO7d5anevnunf6netnZ\n8OrrwLeB/YDlQKGP9T7wk64uLCK1wONAwt3nblW9QkRGAAuAQe66X1XVtMvfMw/P+3kzcJaqvu6u\ndSlwHp5/0HRVXbyLv7ND6i0MwjDaqE/EGLJXgsXfPqbNb+2Wx9b6buPstKejqrNUdQRwsaqOVNUR\nbjlMVbtUOngliD/rvJkbgRNE5AjgWuAmVf0wsBVPmeD+bnXtN7njEJGDgUnAIcAJwM9ExJfxj4VB\nGEaRlnSOiyeO5spFqxl9+UNcuWg1F08cTUuASbwAUNUfi8gnReTLIjKlsFRwnqrqdrdZ4xYFPgvc\n7drnAqe69VPcNm7/cSIirn2Bqraq6mvAWmBChb9vpyRrOrbpJK2WuRFCcqrMXFhekmnmwlXkNKDU\nFgVc5sADgZUUwx8UbyjU1blRvCHUh4GfAq8A76pqoSuxnqJ9aCiwDkBVsyLyHt4QbCjwVMllS88p\nvdc0YBrA8OHDuxINgGg0wsBknDlTxlGfiNHUmqUuFiVqPjpGCOlNqS3GAwer7rq6U9Uc0OjKEt8H\nfGRXr7EL95oDzAEYP358RbLm88rW5jTT569s80iePbmRQfUJIn7XUjWMXk5vSm3xV+CDe3ITV5b4\nUeBIoL+IFJTdMOAtt/4WsD+A2783nkG5rb2Dc/aIVDrH9HaZ0qbPX2mJ2Y1QElRqi0qUzj7AiyKy\nWEQWFZauThKRwa6Hg4jUAZ8D/oanfE53h00FHnDri9w2bv8jrne1CJgkIgk38zUKeKayn7dzgiou\nZhjVQG08yvWL15S5kFy/eA21Pqd6qWR4deVuXntfYK6z60SAu1T19yLyIrBARK4GVgCFVKi/wstS\nuBbYgjdjhaquFpG78Ir9ZYFvuGHbHmOJ2Q2jSFCpLWQ3TDW9nvHjx+uyZcu6PC6VzrKlKc3MhcUk\nXtedMYaB9XGScVM6RrjIZvNsaU4zo8TGOWtyIwPr4sQqizKvaBzWpdIRkW14s1UAcbyp7yZV3auS\nG/QElSqdfF7Z1pJhayrTFmsyIFlDv9oaMyQboSOVztKayfNec/F92LuuhkRNpNKPcEUvTSX5dPq1\nXbHoN3NEJRfv7UQiQn08RiQiiMCghjh1sagpHCOU5PPKv/32uTJzw5EjB3HrlHG+3meXHFKcw9/9\nwERfpeghcrk8W1Jpps1bzkGXPcS0ecvZkkqTy+V7WjTDCJxkJ346yaDCIAqIyGkly+kicg3Q4qsU\nPUSqJIlXW3GxBStJZWzK3AgfhYmVUgoTK35SiQr7Ysl6Fngdb4hV9VgSL8MoEhE6yafj730qsemc\n6+8tew+WxMswisSjEban2aGWedznsKBKhlfDROQ+EdnglntEZJivUvQQFvBpGEWas7kOa5n7nV+q\nknHEb4DfAWe47bNd2+d8laQHiEYjDKovD/hM1ljApxFOgjI3VPJ2DVbV36hq1i23AYN9laIHiUYj\nnl+OCP1qa0zhGKElqPxSlbxhm0XkbBGJuuVsvEBMwzD6EIUy26Xmhu4os11Jv+lrwI/xsvkp8CTQ\nZ4zLuVyeVCZnwysj9DSn852U2R7pa5ntSmav3gBO9u2OvYhcLs/m1I6xJoOScVM8RuiIROC0ccN2\niEWM+PwqVBJ7NReY4XLiICIDgBtU9Wv+iuIflcZebWvJMG3e8h3cvudMGWdT5kboyOXybGvN8m5J\nLGL/ZA39ErFKP8IVefRUcqUxBYUDoKpbgbGVXLy3Y86BhlGkOZunJZNlUEO8LRaxJZOlOetvWFAl\nSifiejcAuFpYfeKttGoQhlGkNhohIpGyWMSIRKgN2jkQuAFYKiJXichVeIbkH/kqRQ8RlLXeMKqB\n5mzHsYiBOweq6jwRWYZXOgbgNFV90VcpeohUOtehtf7co0bQz0drvWFUA72pGgROyfQJRVNKTUSY\nNGE4MxaUzF5NaqTG8ukYISSoWMRQpyvN5fI0Z3Jk88pedTW835whFhHqzFfHCCHpdJZ3W7I7fIT7\n18aIB5k5sC8TjUaoVdrGrNGIUGvF9oyQks7DgmfeLDM3LHjmTb521EjiPt4n1ErHK7aXYfr8FSXF\n9sYyqD5uKUuN0JFMRJn9yFpu/NPLbW2xiPDN40b5ep9Qf9JTmRzT569oV2xvhWUONEJJUJkDQ610\nkvFOiu3ZlLkRQmIROswvVVn1mV24j7+Xqy5S6U6K7aVzNJhXshEysnntxKYzwtf7hHr2Kp9XNje1\nMr0k4HP25EYG1SfMpmOEjrwqB132ENl8USfEIsJLPziRSGX1zG32qhLi0Qj/fdrH2gLc/M4HaxjV\nQlBltkOtdFKZHBfc0UFxsanjbXhlhI6IwHVnjNkxtUXQ1SD6MmZINowiiZoI9fFYWc+/Ph4jURN8\nwOduISL7i8ijIvKiiKwWkRmufaCILBGRl93fAa5dRGS2iKwVkVUicnjJtaa6418Wkal+yWhR5oZR\nJJPN0950I+K1+0l3GjCywEWqejBe7fNviMjBwPeAh1V1FPCw2wY4ERjllmnALdCWSuMK4BPABOCK\n0lQbe4JFmRtGkUxemffk67Q6JdOazTPvydfJ5P2dbOq24ZWqvg287da3icjfgKF41UGPdYfNBR4D\nLnHt89SbTntKRPqLyL7u2CWqugVARJYAJwDz91TG5kwnOWGPHklDwgzKRrhIxqOcOnYYl9xTtOl0\nx0c4kDdLRA7Ayzb4NDDEKSSAfwJD3PpQYF3JaetdW2ft7e8xTUSWiciyjRs3ViRXXSzCpAnDuXLR\nakZf/hBXLlrNpAnDqfPbG8owqoBUOscl96wq89C/5J5VpNLBF9vbI0SkAbgH+Laqvi8lg0ZVVRHx\npe+mqnMhHKrGAAAQKUlEQVSAOeD56VRyTnM237Ez1NEjabCpcyNk9Kp8OruLiNTgKZzfquq9rvkd\nEdlXVd92w6cNrv0tYP+S04e5trcoDscK7Y/5IV8yHkyAm2FUA0Hl0+k2pSNel+ZXwN9U9caSXYuA\nqcA17u8DJe3fFJEFeEbj95xiWgz8sMR4fDxwqR8yWhiEYRSpi0W55ezDd6gGURerHpvOp4CvAp8V\nkZVuOQlP2XxORF4G/sVtAzwIvAqsBW4F/g3AGZCvAp51y/cLRuU9JVkTZfbksWWzV7MnjyVZY7NX\nRvjI5jueGu+sfXcJdewVWIVPwyiQas2yJZXewSN5YDJOsrKev291r/os+byyJZUpK7mxJZUh77Nf\ngmFUA3mFmQvLZ69mLlyF369DqJWOJfEyjCLJRCdhQYnqsen0eiz2yjCKpDoJC0r5HBYU6imaVDrH\n9M9+mImH7tvmp7P4r2/b7JURSiIi3HRWI9+5s5hf6qazGivNpVMxoX6zCh7J7UtumEeyEUbi0Qi1\nNeX5pWprIr7nmAq10mnO5tvKqAJtZVRvnTrePJKN0NGczXFhB/ml5kwZRz8fP8ShVjpm0zGMIvWJ\nGEP2SrD428e0mRtueWxtdYVB9HaCcvs2jGqgJZ3j4omjd/DTaUnnKvXTqYhQjyEsn45hFMmrduKn\nUyX5dKqBVDrXYT6dc48aQb/aUOtjI4QkO4ky97OXA9bTYfKE4SSckSwRizB5wnDr6RihJKj0vaFW\nOq2ZPJm8cum9LzD68oe49N4XyOSV1oy/AW6GUQ1ERbjhzMPKzA03nHkYUZ/9dEId8Lm9JcP585bv\nWIJmyjgazJBshIxcPs+W7Wma0rmSahBRBjbEiUYq6p9Ysb2uCGoMaxjVQCqdY3qJ3xqU+On4aOMM\n9fCqUNGwlEJFQ8MIG0GlKw210olEvIqGpWPY684YQ2U9ScPoWwT1EQ61TSefV7a1ZNhakp5xQLKG\nfrU1RPyupWoYvZygkniF2ngRiQgNiRiRiCACgxriJGuipnCMUBIVaEiUlxVuSMSI+vw6hHogYZkD\nDaNITU2Uleu2MrA+jggMrI+zct1WanzOGR7qnk5p5kCgLXPgrVPHWz4dI3Q0tWb5xZ9fY+mrRdPE\nkSMHMe5DA32NRQx1T8eizA2jSF1NlFmTGssmVmZNaqTOejr+UbDW71D3qjVHQ22oH40RQpozuQ4r\n3p571Aj6+ZhfKtSzVy3pLO+3ZHfIHLhXbYzauCkdI1zkVTnosofIltg0YxHhpR+cWGnKUpu96ops\nno5rmR81sqdFM4zASaVzLLzgCA4c3I+G2hjbW7K8snGb7znDQ610kgmrZW4YBWqjEYb2T/L125eX\n9fxrfU7dG+rh1faWLBu2NTO4X21bhc+N21r4QL86s+kYoWNbi+c+0nHsVUWzVza86oraWISGRA3T\n5rXT7FYNwgghFnsVAM3ZXFs1iEJ6xhkLVtKctYBPI3xYEq8ACEqzG0Y1UBfrxE8nViV+OiLya+AL\nwAZVPdS1DQTuBA4AXgfOVNWtIiLALOAkIAWco6rPuXOmApe7y16tqnP9krGpNdthhU+rBmGEkVgs\nwsBknDlTxrXZOOtiUWI+mxu6s6dzG3BCu7bvAQ+r6ijgYbcNcCIwyi3TgFugTUldAXwCmABcISID\n/BKwLhZl0oThXLloNaMvf4grF61m0oThvmt2w6gWYrGIl2VBhH61Nb4rHOhGpaOqjwNb2jWfAhR6\nKnOBU0va56nHU0B/EdkXmAgsUdUtqroVWMKOimy3MZuOYQRP0DadIar6tlv/JzDErQ8F1pUct961\ndda+AyIyTUSWiciyjRs3ViSM2XQMI3h6zJCsnoOQb05CqjpHVcer6vjBgwdXdE5Q1nrDMIoErXTe\nccMm3N8Nrv0tYP+S44a5ts7afSEekQ6t9XFL4mUY3UbQ44hFwFTgGvf3gZL2b4rIAjyj8Xuq+raI\nLAZ+WGI8Ph641C9hopEIDYkYv/jquLZYk1hEKi23YRjGbtCdU+bzgWOBfURkPd4s1DXAXSJyHvAG\ncKY7/EG86fK1eFPm5wKo6hYRuQp41h33fVVtb5zebQqW+ZzmnMwQj0a6xWJvGIZHqGOvcrk821qz\nvFuSmL1/soZ+iRhRn4PcDCMEVGSXCPWb1ZrNk82XlxDO5vO0Zq2ssGF0F6GfG27J5Ln03hfKSm4k\nzRnZMLqNUPd08gozF64qcw6cuXAVVgzCCCv5vLK9NUte3d9ueBlC3dNJJjpJzJ6wMAgjfOTzyuam\nVqbPL6bvnT25kUH1CV9rwYW6p2O1zA2jSCqdY/r88rCg6fNXkkr7+z6EWukk41FmTy53Dpw9udFK\n0BihJKief6iHV+D55ZSWUY3bVLkRUlIuLGjHkkxZGnxM9RJqpZNK57jgjud2yAl765TxliPZCB0R\nEa47YwwzF64qm82tsPxMxYT6zTJDsmEUqY1Huf6+NWUlma5fvIYbz2r09T6hVjpW4dMwiqTSOd55\nv5WJNz/e1nbkyEG+170KtQEjEoHrzhhTZki+7owxWLynEUbqYpFOciT7+0KE+nNeG4vSLxErMyT3\nS8SotXSlRghpzuY7rnh79EgafJxgCbXSiUS8PLDRaAQR2KdfgmRN1FdHKMOoFpLxKK9uaipre3VT\nk+8uJKFWOuApnsJ41c9xq2FUGy2ZHBdPHL3D7FVLJkcybjYdwzB8Jp/vJBbR56QLpnQMwwCCcyEx\npWMYBuBNmXcYi2ixV4ZhdAfJmiizJ49tF4s4lmSNGZINw+gGIhFhUH2cW6eOJxmPkkrnumU215SO\nYRhtBDGba8MrwzACxZSOYRiBYkrHMIxAMaVjGEagmNIxDCNQTOkYhhEofbKssIhsxKuVvivsA2zq\nBnH8oDfLBr1bPpNt99gd2Tap6gldHdQnlc7uICLLVHV8T8vREb1ZNujd8plsu0d3ymbDK8MwAsWU\njmEYgWJKp8icnhZgJ/Rm2aB3y2ey7R7dJpvZdAzDCBTr6RiGESimdAzDCJTQKR0ROUFE1ojIWhH5\nXgf7EyJyp9v/tIgc0Itk+66IvCgiq0TkYRH5UG+RreS4L4mIikhgU8GVyCYiZ7pnt1pEfheUbJXI\nJyLDReRREVnh/m1PCkiuX4vIBhH5ayf7RURmO7lXicjhvtxYVUOzAFHgFWAkEAeeBw5ud8y/AT93\n65OAO3uRbJ8Bkm79wt4kmzuuH/A48BQwvrfIBowCVgAD3PYHetn/uTnAhW79YOD1gGQ7Bjgc+Gsn\n+08CHgIEOAJ42o/7hq2nMwFYq6qvqmoaWACc0u6YU4C5bv1u4DgRnyvI76Zsqvqoqqbc5lPAsADk\nqkg2x1XAtUBLQHJVKtv5wE9VdSuAqm7oZfIpsJdb3xv4RxCCqerjwJadHHIKME89ngL6i8i+e3rf\nsCmdocC6ku31rq3DY1Q1C7wHDOolspVyHt5XKAi6lM11vfdX1T8EJFOBSp7bQcBBIvIXEXlKRLp0\n1feRSuS7EjhbRNYDDwLfCka0LtnV/5MVYelKqxARORsYD3y6p2UBEJEIcCNwTg+L0hkxvCHWsXi9\nw8dF5GOq+m6PSlVkMnCbqt4gIkcCt4vIoarqc8Wp3kHYejpvAfuXbA9zbR0eIyIxvO7u5l4iGyLy\nL8BlwMmq2hqAXJXI1g84FHhMRF7HG/8vCsiYXMlzWw8sUtWMqr4GvISnhIKgEvnOA+4CUNWlQC1e\nwGVPU9H/yV0mKINab1jwvnivAiMoGvUOaXfMNyg3JN/Vi2Qbi2eUHNXbnlu74x8jOENyJc/tBGCu\nW98Hb8gwqBfJ9xBwjlv/KJ5NRwKS7wA6NyR/nnJD8jO+3DOIH9abFjyL/Evu5b3MtX0fr+cA3ldm\nIbAWeAYY2Ytk+xPwDrDSLYt6i2ztjg1M6VT43ARv+Pci8AIwqZf9nzsY+ItTSCuB4wOSaz7wNpDB\n6w2eB1wAXFDy3H7q5H7Br39TC4MwDCNQwmbTMQyjhzGlYxhGoJjSMQwjUEzpGIYRKKZ0DMMIFFM6\nVUpXEcI+3+tYEfl9B+0n7yzi3I977OE1G0VkqYssXyUiZ+3i+aeKyMEl248FGT3fVzGlU73chuf0\n1q04r+wOUdVFqnpNd8uwB6SAKap6CN6zullE+u/C+afi+dDsMTt7jmHDlE6Vol1HCCMiL4hIf5cX\nZbOITHHt80TkcyJSKyK/ccetEJHPuP3niMgiEXkEeLjdNT/ujj3QHfcT136by73ypIi8KiKnu/aI\niPxMRP4uIktE5MGSfSe49ueA00ruMcH1UFa464127Y+LSGPJcU+IyGE7eUYvqerLbv0fwAZgcAfP\n6QAReaQkT9FwEfkkcDJwnYisFJED3eFniMgzIvKSiBztzo+KyHUi8qy7xtdd+7Ei8n8isgjPMdHA\nlE6fQ0QuEJEL3OZfgE8Bh+C54h/t2o8EnsQL+VBV/Rhe0OFcEal1xxwOnK6qny659ieBnwOnqOor\nHdx+X+Ao4AtAoQd0Gp6r/cHAV929cfe5FfgiMA74YMl1/g4crapjgf8Cfujaf4ULKhWRg4BaVX2+\nwucyAS8M4RW3/X0ROdnt/jFemMQY4LfAbFV9ElgEzFTVxpLfG1PVCcC3gStc23nAe6r6ceDjwPki\nMsLtOxyYoaoHVSJnGLAuXx9DVX9esvl/eIma3gBuAaaJyFBgq6o2ichReC8cqvp3EXkDLw0EwBJV\nLe1JfRQv2dTxrtfQEferFxn9oogMcW1HAQtd+z9F5FHX/hHgtUJPRETuAKa5fXvjKcBReLlmalz7\nQuA/RWQm8DW8IWaXuBwwtwNTnRyo6n+VHHIkxZ7W7cCPdnK5e93f5XjKFOB4YEyhB+fkHwWk8eKV\nXqtEzrBgPZ2+zeN4vZuj8eKhNgKn4ymjrmhqt/02XnKusTs5pzTqfU8Sn10FPKqqh+L1hGoB1Etg\ntgQvudSZeL2SnSIiewF/wIt5emoPZCpQ+I05ih9tAb7lekSNqjpCVf/X7Wv/HEOPKZ0+jKquw4uq\nHqWqrwJPABfjKSPwlM9XoG24MhxY08nl3sWLOv5vETl2F8T4C/AlZ9sZgpfTBrwh1AEltpLJJefs\nTTGFwjntrvdLYDbwrLpMgM4GNK/9jUUkDtyHl/3u7p3I+CReRgHwnkdBKW/DS9vRFYuBC0Wkxt33\nIBGpr+C8UGJKp0oRkfnAUmC0iKwXkfNce6lNB+BpvAhn8F6moXjKB+BnQEREXgDuxEuv0GmOHlV9\nB89e81MR+USFot6DF8H8InAH8Bye/aMFbzj1B2dILk0h+iM85baCdiYAVV0OvA/8pqR5ONDcwb3P\nxBtenuOMwSsLhuh2Np1vAeeKyCo8u9MM174AmFkwnO/kN/7S/b7nxHNh+EV7uY0iFmVudDsi0qCq\n20VkEF66kE+p6j9381r74Q0VP1Kwz4jIdcDtqrrKL5mN7sO0sREEv3f+MXHgqj1QOFOAHwDf1ZJU\nnqo60x8xjSCwno5hGIFiNh3DMALFlI5hGIFiSscwjEAxpWMYRqCY0jEMI1D+P1nlS8mR7zPdAAAA\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115e54eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x115f36128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# workingday数据分布\n",
    "sns.pairplot(train_data, x_vars='workingday',y_vars='cnt',size=4)\n",
    "plt.xlabel('1:workingday, 2:other')\n",
    "plt.ylabel('count of cnt')\n",
    "plt.title('cnt of workingday')\n",
    "plt.show()\n",
    "\n",
    "sns.countplot(train_data.workingday)\n",
    "plt.xlabel('weekday')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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R3JRUInR2NpvAAd9i0tcP3SwmwZPzYO0re3oF8Trr+CNI1rtxRtWpROisEZGfAg8BmWKh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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11607a668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10662e7b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 天气 weathersit 数据分布\n",
    "sns.pairplot(train_data, x_vars='weathersit',y_vars='cnt',size=4)\n",
    "plt.xlabel('1:sunny 2:fog 3:rain 4:snow')\n",
    "plt.ylabel('count of cnt')\n",
    "plt.show()\n",
    "\n",
    "sns.countplot(train_data.weathersit)\n",
    "plt.xlabel('1:sunny 2:fog 3:rain 4:snow')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3fX3KL1/cwbMbO5nZXM/V57ZQl+as8tj6Ws6dPpZzp49l96ET/HHTPlZu3c+q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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115c01710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 温度 temp 数据分布\n",
    "\n",
    "fig=plt.figure(figsize=(12,4))\n",
    "plt.subplot(121)\n",
    "sns.distplot(train_data.temp, bins=30, kde=True)\n",
    "plt.xlabel('temp')\n",
    "plt.ylabel('prob')\n",
    "plt.title(\" histogram of temp\")\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.scatter(range(train_data.shape[0]), train_data.temp,color='yellow')\n",
    "plt.xlabel('count of temp')\n",
    "plt.ylabel('temp')\n",
    "plt.title(\"distribution of temp\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WUBuTps27DnL1XU/zwz9tYHx9DZ95x1zedlQrFZKL5WjT09pUy7TxY1jR9Xqh\nh2KK31PAPBGZLSI1wMXAkoRtfoaTnUZEWnBKQF7N5yBNJqKW4k4nyxm2v1m+78MmRQ/gBIhxJmuX\nYv/lxFKQsAmMXiYfhrLN4PwtvPt3EDyZMuoA6Zq0Rm3SZwG1MSnq7R/k24+s411ff5TfvbSd98yf\nzFVvn8OUsXWFHlqgE2eMZ/OuQ2zbc6jQQzFFTFX7gWuBh4AXgftU9QUR+aqIXOBu9hDQIyKrgYeB\nv1PVsHP6pqh0AHEPrONkOTuAoPkZiaUJswK28d9+I8nrsMuh/3LYBEZ/a79Us81RB0jfxoLq/LI+\n1MbE1Ns/yI+e7uKWh9exaddB3jN/Mv/w/vn84ZUdhR5apOOnj+PB57fwXNcu3nPclEIPxxQxVV3K\n0Dln77brfd8r8DfuxZSURSRvy+aXrGb5OoKzz9UMD34XM7wnMwzPOLcDjzGyT3M95RFI+7UT/vOE\n/b7Dbu8AknVwug1nhUmTD5ahNiaJrbsPcfPDa3nHfz7Cop8+z6Sxtdz5yYXc9rEFzJiY6sST/Guq\nq6atpcHa5xlTlqK6PPjvS3U1w2Q1y2EnJvYnXE+WmQUn6LszyTblLtVl0q8jekl3CC+3MblgGWpj\nEgwOKi9t3csTr/bw6Mvd/PGVbgYVFs6eyL9c9GbeNq8FKaI66TiOnTKWX67aws79vUxsqCn0cIwx\nWeF1efCvyHel7/7EzHBc2a5ZjsrMprJNOUuWyffrIPyAxi9sQqjJBQuoTVlSVQ73D3Kwd4CDfQMc\n7h+kb2CQ/gGlf3CQuuoK+gac+/cc6mfPwT627DlEZ89+1u84wL7DTt/UWc31XH32HD58ygxmtzQU\n+KdK3zFTmvjlqi28tHUPb5nTUujhGGOyIlndbdxg+l04i6yksjx3M8FBXf5WhC0/Yxj6mzXj1JcH\n/R2ui7m/K5NvYrLGAmqTN6rKpl0HWdG1i42vH+Bg7wC9A4MMDCp11ZXUVVeyfe8hWptqaW2spbmx\nhnFjahg3ppra6goEp7fygcP97DnUz+6DfXTvPcQT63aw+2A/uw/2svtgH3sO9bP3UB99A+FLvd7z\nVNew6/U1lUxqqmVWcwOnzJzA8dPHc8acZqaOz/8Kh7nQ3Oj8Tl/autcCamPKRqp1t4migrYgHTjB\n+gacCXGVDC8rqHb3Z1KTeKYB4KDvPu93PhOYS/LsdAXwacLrpxP3GecAyiRjAbXJuYFBZclzm7jp\nd2tZ1+28extgAAAgAElEQVTU11VXCo21VVRXVlBZIWzfe5iDvQMse60HDY+DQ1WKMHZMFePG1DB9\nwhjG1o2lqa6K+honUK+tqqSmUqisrKCqQvizk6ZRU1VBbVUFY8dUF2w1w3w6ZkoTj6/r4XDfALXV\ndirQmNI3k+DaaK/uNqpu2ltIJJVg2h/09eAE0ONxltq2wCx9YWcarsMJrP0lPVF/02acFntRosqE\n7G+XCQuoTU49/NJ2/ukXq3l1x36OmdLEDR+Yz459vUweW0dlxcg65I8smM7O/b1s33OYnv2H2X2w\nj90H++jtH0QVFKW+poqmuirG1lUzaWwtj63tob6mMqX+z20lXL6RrqOPaOIPa3fwyvZ9vGnauEIP\nxxiTssTM4vnAHYTX3UbVUHulIXGDqKCgrw9oJHkQZ6KFnVFItSPlR3EmoYZlnq/BaaeXKNXXggli\nAbXJCVXl1kdf5d8feom5rY3cetnJvGf+FCoqhLuXhZ+OrK6sYPLYOian0NP5uS5bBTCOWRMbqKuu\n4KWtey2gNqbkBGUW7wCuwOl0GBZELSI8q5nKct5Ri4iYzEwk9eA5UQPDD64SM89hwbSnlJZ2L04W\nUJusO9w/wJfvf56fPLOR9x9/BP/5kROosxKDgqusEI6a3MSarXsYTKeuxhhTQGFlAUsZWmkvkdc5\no43o0pA4woI+wQn2LbuZfRXE6x0uQB0j/z7+zPNtiQ9KUEpLuxcnC6hNRhKzzarKvcu7WLlxN+88\nZhJnHNnM/c9sKtDowoVlyS89rbzfVI6ZMpaVG3ez6fWDyTc2xhSRTCYgRrVkizNBLWoREcXKBTK1\nM+T2QZy/U1S3FgGuwlkYJ4j3+ojqSV2KS7sXn/KfiWXy6tGXu1m5cTfvmT+Zc46dXHL9msvdUZMb\nEWDNtr2FHooxo1zUgixBUl34wy9scRVwAu1OnMDYKxPwxuKN8TKiFxHpJPn4Tbiwv6H3dwpbvh2c\nYPqWiH1UkDzUK49uVoVmAbXJmpe27OE3q7dx/PRxvP2o1kIPxwSor6li6vgxrOveV+ihGDOKefXQ\nYYFskMU4mUS/VDKL7TilIYPu13ai+1ifgxNIx62RTjZ+Ey7qb+v93cL6e98XsQ9wMtPJSvx6gMtx\nDrbayPzvmOrBYnmwgNpkRc++w9y7vIsjxtdx0UnTLTNdxOZOaqRr5wH2u4vXGGPyLdmCLEHiLOGd\nqqiJhv+X4r6Sjd+Ei/O3DZu02IMTtJKwj1TnLXlBd5yDuyjpHCyWBwuoTcZUlZ8/txmAy06bRU2V\nvayK2ZzWRgYV/vRaWN2eMSa30q2HDsoyZyLbc0asU0R6Ml1oxd/RYz3O6yPOZMYwmRwcpXOwWB4s\n8jEZW7VpN2u37+Pd8yczvr6m0MMxScxqrqeqQnhsrfWONSaebJ/CzqQeOpvCygTSVd6TunMjbkY3\n2ZLuiUFrpn+LdA+OMl29s3RZQG0ycqhvgF+u2sLU8XWcfmSyf3hTDKorK5jZXM9j6zLte2rMaJCL\nU9iZ1kNnS2KpQSbv4TVYp4h0xM3o3oizMmUUf9Ca6cHSxDQfFxbIp7u/0pGzgFpEvici20Xk+ZD7\nzxaR3SKywr1cn6uxmNz5zYvb2Heonw+eOC2llQpNYc1tbeTFLXvYse9woYdiTJHLxSnsXNRDJ4qb\nVfeXkTRm8HxNWOu8dMTN6LYDtxPd8cMfzHqvsXznTRcTHPjvpdzrqHP5m/4+cG6Sbf6gqie6l6/m\ncCwmB7r3HubJdT0snD2R6ROyedrQ5NqcVueD8wnLUpctETlZRD4rIn8lIifHfMy5IrJGRNaKyBcD\n7v+4iHT7EiGfyv7Ii02uTmFnux7aL92seiY/k83JSE8q5T/ea+Yu4p/hSLeWOt2/ZzswNuD2Xsq9\njjpnC7uo6u9FpC1X+zeF98ia7VRVCu86dnKhh5IXUUumF8P+UjF1/Biaaqt4fN0OPnDC1IKNw+SG\ne8bvI8D97k23i8iPVPWfIx5TCdwMvBvYCDwlIktUdXXCpveq6rW5GHdxmknmqwzmW1RW3QvcgybC\nhf2scRTz76OYRS26E8b7GyabyJhJAJvJ3zMsGC/vOupC11CfISLPiciDInJc2EYicqWILBeR5d3d\n3fkcnwnRs+8wK7p2cdrsZhprbcHNUlNZIZw+p5nH1lqGuky1A6eq6ldU9SvA6TiNZqMsBNaq6quq\n2gvcA1yY43GWgGKpd46SWN4RFhRv8G0flME+n/Tqbovt91FK4pb/JP6NIfkZjnQD2Ezr4Ytl0m1+\nFTKgfgaYpaonAN8Cfha2oarepqoLVHVBa6stGFIMHlnTTWWF8NZ5LYUeiknTmXOa2bDzAF07o5a1\nNSVqM1Dnu14LbErymGlAl+/6Rve2RB8SkZUi8mMRmRG0o/JKguSj3jkTQcFx2HwWL6AJy2AvZeTP\nGqUYfx+lKFn5T7olPOkEsBXA9wLGkIpUDkLLZxGYlAJqERkrIk3ZeGJV3aOq+9zvlwLVImLRWQnY\nub+XZ7te57TZE2mqSzbr2BSrt8x1/t2efNWy1GVoN/CCiHxfRG4Hngd2icg3ReSbGez3AaBNVY8H\nfgPcEbRR+SVBclnvnKmg4DhsZbzz3a9RdeGJP2uUYvx9lKN0J8aGBbZh3VwE+AGZ/z1TybqXzyIw\nsQJqETlVRFYBK4Hn3TKNUzJ5YhGZIu5yeiKy0B2LfbKXgEfWbKdChLfOK4cPytFrbmsjE+qrbYGX\n8vRT4MvAw8AjOJ+8Pweedi9BNgH+jPN0ErLaqtqjql5rmP8FMvocMNmQymn9pe7XVE7JhwVf1iY1\nf5KV8IRpB65gaNXESvf6jYwMtAW4iuwdHMU5CC2vRWDiFr9+F7hGVf8AICJn4fRvOT7sASLyQ+Bs\noEVENgJfwe2loqq3Ah8GrhaRfuAgcLGqJltw3hTYvsP9PNu1iwWzJjB2jGWnS1lFhXBq20T+tN4C\n6nKjqoGZ4ySeAuaJyGycQPpi4FL/BiJyhKpuca9eALyY0UBNFqQykdALwFKZCHcj8Amgz3dbtXu7\nyb0OnGA3KDxKVtLRgXMSacC9PuBePxMnY5zJ6ozZUF6LwMQt+RjwgmkAVf0j0B/1AFW9RFWPUNVq\nVZ2uqt9V1VvdYBpVvUlVj1PVE1T1dFV9PP0fw+TL8vU7GRhUzphj2YlysHD2RDp7DrB196FCD8Vk\nkYi8X0SeFZGdIrJHRPaKyJ6ox6hqP3At8BBOoHyfqr4gIl8VkQvczT4rIi+IyHPAZ4GP5/LnMHEE\nndZPVkMddkoeRtaz+vsfe9vejpV55MsigoNpIXriYAdONjqq28t6ojPIua5vLq/Ji5EBtdvH9GTg\nURH5H3cxlreLyC04pxHNKDIwqCx7bSdzWhuY1FSX/AGm6HmrWy57zaqtysx/43yaNqvqWFVtUtWg\n5rDDqOpSVT1KVeeo6mL3tutVdYn7/Zd8iZB3qOpLuf0xyl02Apag4Pgqkk8KC6qVDqtnLeYa8nIX\nlq1Vwv8OXm3yQMj9QftMfC1eQ+7rm0uhg058yTLUX3cvJwBH4ZRt3AAcC5yY05GZorNm6x52H+yz\nJcbLyLFHjKWxtsrqqMtPF/C8ldEVs2xOyPIC3jvd67cCY3DqnOO2YovKZprCCcvWRnVgCapNjtpn\n0Gvx2wH7yPbrodg76KQmsoZaVd+Rr4GY4vfkqzsZN6aaY6YkTXQZVyEXb0nGG9vU8XX8ZvU2jps6\n7o37Lj2tNE+5mTd8AVgqIo8Cb6wvr6rfKNyQzHBxFl9JhRcUefvswcn23Rmyv8TtU8lmmvw5H+cA\nyX9snCyLG/U3C3pssgA87r7T0U6pBtCJ4nb5GCci3/D6iorI10VkXPJHmnKxfe8h1nbvY+HsiVRW\nhNXnmVI0u7mB7XsPs+9w5LQIU1oW43xC1gFNvospGtmekJVqx4S4QZQdXBeON6nQH0wLztmEqCA0\n7G9WSXAGOJXX3MQUtvULKm+KKnkqvf7Ucbt8fA+nj+lH3euX48xKuCgXgzLFZ9lrO6kUYcGsCYUe\nismytpYGADp79g/LUpuSNlVV31ToQZgo2V7SPCwo6sQJSBK7OcQJokq3nrU8hPUYXxqwrV9YF5ew\ncopUOsXsZaiuPhlveXtvsSHvwKATp3OMAL2+2y4DrsMJNe/wjd8rhyLm8xZG3C4fc9wlbF91L/8I\nHJnLgZni0T84yHNdu5g/dawt5FKGpk0YQ3Wl8NqO/YUeismepSLynkIPwkTJ9oSssEBcGF4beznO\nhLOoLGbp17OWh3TPYqRamxz0WgzTS7w6an9dNozsVNLHUDDt14NT4lJ69fxxA+qDbu9pAETkTJze\n0WYUWLN1Lwd6Bzh5pmWny1FVRQUzJtaz3gLqcnI18CsRORS3bZ7Jt2xPyAoLihIDGcUJWOaG7OdK\nrJtHscikrVwqnVn8r8U44pzdSKUuO1HYXOriruePG1BfBdwsIutFZD1wE/DpnI3KFJVnOl+nqa6K\nuZMaCz0UkyOzmxvYsvsQh/rCJiaZUuK2yatQ1bpU2uaZfEvsznE5mbXPu4LwHtR+Snjn29sopbrV\n8pbPtnLeazFOUB0noM9F8Fvc9fxJA2oRqQCOVtUTcFZGPF5VT1LVlTkfnSm4nn2HWbNtLyfOGG+T\nEcvYrOYGFNiwM92Mgikm4rhMRP7BvT5DRBYWelwmSLba5wVNYIsSdvA8kOE4TPYUoq1csvKPuAF9\npsFvYrxR/PX8SQNqVR3EacGEqu5RVTttOIr8fMVmBhUr9yhzMyaOoUJgfY+VfZSJW4AzGFo6fB9w\nc+GGY8Kl2p0DgjsgpHqKvTLGNsVft1r+8r2oTmIQ30zyfuZ+3mvTm4iYjnqcwojS6k8dt8vHb0Xk\nb4F7gTc+cVXVVoMocz9+eiPTxo9h8tjCroxYzP2cy0FtVSVHjBtDZ49lqMvEaap6sog8C6Cqr4tI\nTaEHVZq8YDWxS0a2pDrxLLF/tDfRMJU1fOpxykP8nRRSHZ8pX+n2hk58bSpD3T0qCT4rIjjB81LS\n/x/L9f9oPHFrqP8cZ1rwo8By38WUsRe37GH1lj2cPHN8oYdi8qCtuZ6unQfoHxws9FBM5vpEpBI3\nyhKRVpwUl0lJNlczDJPqxLOwVmpRqhmZZbyF4ZnIsIx1cdetmmzqAFpwXg/ifp/Kaz3stTkL5+At\nKGPttQFcT3pZ+KD/Ua+TTX7FDajn45wufA5YAXwLOC5XgzLF4afPbqK6UjhhugXUo8Gs5gb6B5XN\nuw4Veigmc98EfgpMEpHFwB+Bfy3skEpROuUYqUp14lk6GeNPATsYGbD4ywnuSHEcprx04PSG7vHd\n1oPTGzpucBp1tqWd3HTvCAvibyXf9f9xA+o7gGNx3qS/hRNg35GrQZnCGxxUfvHcZt42r5X62riV\nQaaUzWp2Pkw7rY665KlqB87cl38FtgAfVNX7CjuqUpTt1QyDpDrxLJ2McbKFQNIZhykvi3B6QweJ\nG5xGnW3pILymOpOzIGH/i0q+6//jBtRvUtVPqerD7uUvAVuFq4w9s+F1Nu8+xAdOmFrooZg8aaqr\nprmhhvVWR13yROROVX1JVW9W1ZtU9UURuTP5I81wmfQBTkUqE89SWYTDE/cAIN8T4Ez2pbtkd9Rr\nJFlwGjUR0TvLsYjgDLWQ+lkQ/88YFcZ6P1N+ljGPG1A/IyKne1dE5DSshrqsPfDcZmqrKjhn/uRC\nD8Xk0azmBjp79qOaygQnU4SGleSJSBVwSoHGUsJy1QfY/wHf4l7iftgnLsIRp5OC1UGPDpnU/Cd7\njURNkv0EwSsi+s9yRGWSM6mZjlo7YWbA9rlrBxk3oD4FeNy3sMsTwKkiskpErB91mekfGOSXq7bw\nrmMn0WjlHqNKW3M9B3oHWNdtZR+lSES+JCJ7gePdFRL3uCskbgN+XuDhlaBclEEkfsD3uJdUPuy9\nTLIytChMmLgHAPnJ4plcyqTmfzHO5NUw/oDbP3nxMoJLRZoZfpYjLGCPuzqjJ257SH9mPD/LmMcN\nqM8FZgNvdy+z3dveD3wg66MyBbXstZ3s2NfLBVbuMerMam4AYPl664hZilT1X1W1CfgPnE+qd+O8\nR18EPJjs8SJyroisEZG1IvLFiO0+JCIqIguyNfbilawMItVANFlAkOqHfTvhQUkl8Q4A8pfFM7mU\nSc1/O3A70BBwn/+gLGjyYpDE+9M52xP0vxX1swQd+OZjHoQjVkCtqp1Rl6yPyhTUkhWbaayt4uyj\nJxV6KCbPWhprqK+p5Kn1rxd6KCYzrwK/B34F3OD7Gspts3czcB7OxPNLRGR+wHZNwHXAsqyOuOjE\nCZTTCUTjfJBHbRM0rrBg5Q7iZdPzl8UzuZRpzX87zhpQdxEcnHbg9C8Pm7yYbN+pnO0J+9+aGLJ9\nJcF9qPM1DyL+wi5mlOjtH+TB57fwnvmTqauOs5JWeRntC8iICG3NDTxlGepS91ngVOBJVX2HiBwD\n/EuSxywE1qrqqwAicg9wIbA6Ybt/Av4N+LvsDrmYBC2e8gmc44idDH1oRwWiUV06kuWhwj7sg8Z1\nJU5gchvpL26RvyyeyaXFDH99gBO8np/ifoIWdvFee1E1y37NMfcbxAvcE5/rADAG52Ax8f/O29b7\nn/CeL+h3kpt2kHFLPswo8ce13ew51M/7Tzii0EMxBdLWXM+GnQfYvsf6UZewQ6p6CEBEalX1JeDo\nJI+ZBnT5rm90b3uDiJwMzFDVX0btSESuFJHlIrK8u7s79dEXXFCg3MfIWuewwDgqEE3WpSPqwz5Z\nAL+e9Dp05C+LZ3KpHScQ9U9UVZwzFZmW76S6tP2NaT5PssB9J8kXJPKfXclfO0gLqM0wS1dtpamu\nirPmthZ6KKZA3qij7rSyjxK2UUTGAz8DfiMiPyd5WjSSiFQA3wA+n2xbVb1NVReo6oLW1lJ8L4mT\nmT1AvNUFE0s0YPgHfDMjVzEM+7AP+xNmWnmZq24mJv+WMrI9XTbKd1I5W9FMvLr9NkaWVCUL3Gcy\n/OAxbAFY/3jz0w7SSj7MG3r7B/n1C1t59/zJ1FTZsdZoNXX8GOqqK3hq/U7Of7OdqShFqvpn7rc3\niMjDwDicOuoom4AZvuvT3ds8TTjrDzwiIgBTgCUicoGqllkb1ThlGeBk0RJPP1fj1KFW4NR77gV6\n3fs6cboiNONk8FJtFxYm0/I8bxzployY4pGr8p24/xP1JM9OdwB/wfD/i79wv48aZ9BBXti48n92\nxaIm84bH1+1gz6F+3mdB1KhWWSGcNGOC1VGXCVV9VFWXqGpvkk2fAuaJyGwRqQEuBpb49rNbVVtU\ntU1V24AngTIMpiH+4ileRtmfbRaGSkN6GAoa/HpIrYuGdxo8TNy61ii2qEt5yFX5TrKzFamUU1zH\nyP+LXvf2sHGGdawJ+1/dR7EuPW5GgaWrttBYW8VZ81oKPRRTYKe2TWD15j3sO9xf6KGYPFHVfuBa\n4CHgReA+VX1BRL4qIhcUdnT5llh32QzUJGzjZcv8gWgjwQF0kFROwyc7DZ5qL19TvnJVvtNO8ERD\ncF5/Xj/0y0nePjKs5V4PqXes8f5XE8eW6kFr5iygNgD0DQzy69XbOOfYSdRWjb7uHma4BW0TGVR4\ndoPVUY8mqrpUVY9S1Tmquti97XpVXRKw7dnlmZ32+APlHcD3SD6xKdXT6p3E612d6mlwM3rlchLe\njQQHu+cTv31kKiuBxh1/O87BbKL8tn60gNoA8OSrPew60Md5Vu5hgJNmjqdCsH7UpgCKdcW+OCUR\n6ZxWj9O7OtXT4GZ0y1X5Tliwu5T4fcyjAlwvy5zO+Avf+tECagM45R4NNZW8/ahSnJFvsq2prpr5\nU8faiokmz0p9xb5kyzeHSZZJy3ThFmOyxR/ser3YU2kfGRXgptJqL/HAO2zBl/xNTrQuH4b+gUEe\nemEb7zy28Iu5jPaFVYrF3cs20FRXzVPrd3LnE51UVjh9TS89zfrSmlxKZ6GUYtKOM7EqqEa0Gee0\ndDq9q60LhykGHQy9BhM72ASpcB/jf52GdeWI02rPP47EBY6qceY5+MeT33Ioy1Ab/vTaTnbu7+W8\nN00p9FBMEWlrbqBvQNmy+2Chh2JGjbCgMtM+y7mUmCkLm3C1EyezFzaBMNnBqnXhMIWUePYorION\n3wAjzzCFnW1JJTsdtvBSE/lYwCWMBdSGB5/fSl11BWcfbeUeZsisic6b3vqeVFbHMiYTYUGlUHxl\nHx1AC05faX+JioRs7/1stoiKKUWprpToSSxnSjbpMM4cirADb++gtTAHnTkLqEXkeyKyXUSeD7lf\nROSbIrJWRFa6S9qaPBscVB56YStnHzWJ+hqrADJDxo6pZmJDDet37C/0UMyosZjggFTJ52z95Lxs\nXVA2Whn5M/gD5vwthWxGq1xM7M2kHDPxsWFnW+LOochVr+3M5DJD/X3g3Ij7zwPmuZcrgW/ncCwm\nxDMbXmf73sOc92Yr9zAjzW5uYH3PfgY1cSlbY3KhnZHLJnuKaX5FsmydEh0wZ6t8o1g7opjCydXE\n3jjBarKzM8lEzaHwK86zPDkLqFX19zj59zAXAj9Qx5PAeBGxnm159uDzW6mprOCdx0wq9FBMEWpr\naeBA7wDdew8Xeihm1Ei3xjifkgX3s0g9YE41OC71jigmN+IGpakKCmKrGVoddBZwVcA2qQS6cVrf\neRMjD+C0jYRiOctTyBrqaUCX7/pG97YRRORKEVkuIsu7u7vzMrjRQFX51fNbeeu8Fprq0mn1ZMrd\n7JYGAF6zsg+TN8WZfRouKriPGmtY0JxOcJyrwMmUtlz1Yw4qVbodZ9Ej78DxloBtUgl0k7W+8/+f\ngDPp0b9iaWGVxKREVb1NVReo6oLWVps4ly0rN+5m066DnGvdPUyICfXVjK2rYn2PBdQmX0qhxjgo\n6AcnWxc21qigOZ3guPALWZhilMv64jilSumWM3UAewJur2HoADWV/5P8l0MVchbaJmCG7/p09zaT\nJw8+v5WqCuHd8ycD1gPajCQizG5p4NUd+1GrozZ5005hA2h/v92gns+p9oXuAK7Ayaj5HSC8bzVE\nB8cTQx5XTKUxJv8WM7xHM+TmDE+y/xH/dv7XeDNOi7zEbRfhtL5L1OTbNu5BZFCf6ivd73P3vlLI\nDPUS4GNut4/Tgd2quqWA4xlVnHKPLZwxp5nx9TWFHo4pYm0tDew91M/O/cl6jhpTDuKWXyRm4iC6\nnCMxmPaEBdMQHhzHyeYlbh80NlN+sn2Gx3vtCE4OVnDaRf4Fyf9HOoBPMPw13uM+NnHbqFZ4nrjZ\n97BM9hUBz5s9OctQi8gPgbOBFhHZCHwFd01WVb0VZ/H384G1OD/pJ3I1FjPSi1v2sr7nAJ9++5xC\nD8UUudnNVkdtRpOoD2OILucIyoil27/Xn1VMzAbuI3k2L87YiqmMxmRPts7wJL52vIPCoIPAoBVN\nw7LOvQHbhq2gOBEnoPdWZ4yzGmLYQlDeQjOQi9d+zgJqVb0kyf0KfCZXz2+iLV21hQqB97jlHsaE\naW2qpaGm0gJqM0qEZcqiPoyjajvTLaXzsopBAXGYoMZapb6cuymcVA8GE1/rUa/9xM4d+0K2281Q\nAN/DUGeRnQSXmnTgZNHDShRz99oviUmJJrtUlaWrtnD6kc00N9YWejimyIkIbS0NNjHRjBJRNchh\nE6CiajvTqWmexfA67bhBTdBz2eRFk65UXyNeNtkrLQrr2gEjO3eElT71J1zvAxoJn/S4iPBg2pOb\n174F1KPQy9v28eqO/Zz/Zmv7beKZ3dLA6wf62LTrYKGHYkyWJdYXn09wBw9P0IdxVG3nYpzT1HEl\nnsKO++EfNvGsOFeVM6UglddINbCX4XXVexjqFe2XrHNHMnEz32Fy89q3gHoU+qVb7vHe46xdnomn\nza2j/tNrUROoTKkTkXNFZI2IrBWRLwbcf5WIrBKRFSLyRxGZX4hxZk/QBMQ7cOqlgwIBCP4wDlv0\nYh9wGcNrPoNUEj6BLOzDv5l4E89Koa+3KU5h7SFh5KIuYxn5Ou8DxrvbeZqB75G8c0cUJXxybVRW\nHHL52reAehR6cNUWFs6eSGuTlXuYeKaMq2NMdSWPr7WAulyJSCVwM3AeMB+4JCBgvltV36yqJwL/\nDnwjz8OMkE4ni7D64qU4gXXcQDSxs4IXaMT5f6l3nyvoFHZYbWk9Tuux9SGPixpbMfb1NsXJ/9qB\n4SsTJi7qErYw9k53O3UvO4h3wJhMUGeRsO43nty+9i2gHmVe2baXV7bvs3IPk5IKEY5sbeDxdT3W\nj7p8LQTWquqrqtoL3ANc6N9AVf2fVg0kL1bMk3SX4Y6qL041EPW30WskeVaaJPu8BrickUF51OIx\nYdJdbMMY77WjOPXMSvBrKN3SomTZYi8THiRxTkNYV5FmwsedPRZQjzJf+9VLCHCgd4C7l20YdjEm\nypzWRjbtOsiGnem0ADMlYBrQ5bu+0b1tGBH5jIisw8lQfzZoRyJypYgsF5Hl3d3dORnscOkuwx12\neti7PSwQTZYNj/N+OovwD/gO4FaCj1caQx5jTCGlW1rUTnjAXMlQJlxCttkQ8r1fWPY8uyygHmVW\nbdzNrOZ6xtZVF3oopsQc2erUUT9mZR+jmqrerKpzgL8H/l/INrep6gJVXdDa2pqHUeWrk0UHzqIW\nlxGdDU+WlUsWaER1KujEFmYxxSeT0qIbCQ7G7/A9Pk4GvLATcC2gHkXWbN3L9r2HOX76+EIPxZSg\n1sZaJo+t5fF1Owo9FJMbm4AZvuvT3dvC3AN8MKcjii3dD9Kous9EUe29EldhW0x4Rq2S5IFGsgOB\nOOUsxuRbuqVFcYLxsAz4+QydLdpH8GTiTvKxQqgF1KPIA89tRoA3TRtX6KGYEiQinDmnhSfW9TA4\nWCSlsyabngLmichsEakBLgaW+DcQkXm+q+8DXsnj+CKke7o5lUD8OqLbe3kLv3TgBAJh/yODJA80\nkq2+xUMAACAASURBVB0IxClnMaaUJAvGg4LuK3Cy2N7Zoh6GVnNMFHdeRfosoB4lVJUHVm5mzqRG\nGmtztkCmKXNnzGmmZ38va7btLfRQTJapaj9wLfAQ8CJwn6q+ICJfFZEL3M2uFZEXRGQF8DcMrcdd\nYOmebo4biHcQr2OHP9CdFbJNVLDs1WZ3Ep7h9ti8F1MK0um+EyYx6F5Kaj2sc3sgapHVKPH8pj10\n9hzgopNGzDEyJra3zG0B4PF1PRx7xNgCj8Zkm6ouxfmU8t92ve/76/I+qNjaSX2ynn81Qm9Vw8Sl\njL374/IC3cUMXzIcorPmiUuMK9FLKNvCLKbYJb6mvSwxpDextoPh/6udaewjdweilqEeJR5YuZnq\nSmH+VAuCTPqmjR9DW3M9j6+1OmpTLuLUfabyIVzBUNlHKlnzoE4litMBwRZmMaUo3e47icImAyc7\nixMkdweiFlCPAoODyi+e28zb5rVSX2MnJUxm3jK3hWWv7aR/YLDQQzEmT1L5EE6spV5PvElaUS2/\nbGEWU4qy0X0najKwdxYnFeenuH18FlCPAs9seJ3Nuw/x/hNsMReTubfMaWbf4X6e27ir0EMxJkE2\n6zX9wmqtrya4q0Bi1484woJ2dffVSXhJijHFKNM2dh04r/2oOmll+MHm1YTPX4CEirassoB6FPj5\nis3UVlVwzrGTCz0UUwbOmttChcCja/KxYIcxcaWyWmKcwNu/zSKcD/bELPEtONnnIP5MdRxRmTOv\nc0HuOxUYkz3pdt+Bof/nsK4dHm+BJO8s0C3u1zgLwWSXBdRlrrd/kAdWbuY9x02hyRZzMVkwvr6G\nk2ZO4GELqE3B+YPeoEyWv17T21ZwlvSOCryDgvM7cAKBxPKNqGxbKvWicTNn1jLPlIpMFnsJqr8O\nEtZjOv+LvFhAXeYeWbOdXQf6rLuHyaqzj2pl1abddO89XOihmFErMegNy2RtSNgWRnbOSCzRSDaZ\nyh/I7wNqIsYZNyOWSubMWuaZUpHuYi+pvMY7cQ6Sr/Hdlkl2PD0WUJe5n63YRHNDDWfNayn0UEwZ\nOfvoSQD8/mXLUptCiZvBmhlzW3+JRtRkqsRAvsf9GvZxGjcjlkrmzFrmmXKX6mtcgVsZOijOJDue\nHguoy9jug3389sXtfOCEqVRX2p/aZM9xU8fS0ljLIxZQm4KJk8HyMlJxs11eFjrqdHFQcN4HTGBk\nRkyIv+zxYiBOWZ61zDOjQVCGORlleDlUutnx9FiUVcaWrtpCb/8gF51s5R4muyoqhLcf1cofXulm\nwJYhNzkVNoEwWQbLW5p4EeGLowTpxCnjSJQsOPe3t4Phi7LEmUzYDtxO9Meytcwzo4U/wwzx2+MV\nrhzKAuoy9tNnNjGntYE3TxtX6KGYMnT20a3sOtDHii5rn2dy5RrCJxBGZXRrcLpm3EHqq6kJI3ve\nNjMUyEZlr72M2CyC67STTSZsB35AcO3nXeQjy2bMSLlqR5mM9/+kwJ0MlW80RzymcOVQFlCXqa6d\nB/jT+p1cdPJ0RNJZTciYaG+d57XP217ooZiy1IFTExkWmLYDYSu/9uIEwHFqrBMFZbMbGQpk40x2\nymRBi/zXfhoTLpV2lLnkL9/YgdNvOjG2KWw5lAXUZepHT29EBD5o3T1Mjnjt86yO2uRGVKmGF5ju\njHh8sv61qfAHwnEC3kxbduW39tOYcNlaPjzbbmF41rrwB54WUJehgUHlR8u7eNu8VqaNH1Po4Zgy\n9s5jJrFy42627TlU6KGYshOVzZ2Z8DVI0AqG6Up8nmQBb/5bdhmTG9lYPjxXiuvA0wLqMvT7V7rZ\nsvsQF586o9BDMWXuvcc5q28+9MLWAo/ElJ+wYFkYCkzD6qhrcE5Lp1ru1hDwmHQCYSvbMOUi/wuk\nlCoLqMvQvX/qormhhnfZUuMmx+ZOamLupEYeXGUBtcm2sKW4a33fe50x/JOUmoHv4ZwSTqW7RzVO\n+zv/YwSnU0g6gXBxZc+MSY+dbYnLAuoy0733ML99cRsfOmU6NVX25zW5d96bprDstR569tmqiSab\nwpbiPsTwSVHtOJOU1L3sYCh4jeoGAE5ZiJdBHoszmdFPI8ZhzGhgZ1visoirzNz/zEb6B5WPLrBy\nD5Mf7z1uCoMKv1m9rdBDMRkSkXNFZI2IrBWRLwbc/zcislpEVorI/4nIrKD9ZEdUjWacSVEdwJ4k\n2wwylEEOm+CYSq1oodqLGZNLdrYlDguoy4iqcu9TXZzaNoG5kxoLPRwzShw3dSwzJo7hV1ZHXdJE\npBK4GTgPmA9cIiLzEzZ7FligqscDPwb+PXcjSlajmSzQXYRTwhHnOTrIfOnwYmkvZowpBAuoy8hj\na3t4dcd+Lj7VJguY/BERznvTETy2dge7DyYLYEwRWwisVdVXVbUXuAe40L+Bqj6sql4PrSeB6bkb\nTrKlh5XoLHCygNurA/UC4aA2e6nUihZrezFjTD5YQF1Gvv/4epobanjf8UcUeihmlHnvcVPoG1B+\n95KVfZSwaUCX7/pG97YwnwQeDLpDRK4UkeUisry7O5M+5cnafnYClwEtjAysoxIL/jrQoEAYnPrq\nVGpFi7m9mDEm16pyuXMRORe4Eeed6X9V9WsJ938c+A9gk3vTTar6v7kcU7nq2nmA/3tpG585ey51\n1ZXcvczexE3+nDRjPJPH1rJ01Vb+7KQcJi1NURCRy4AFwNuD7lfV23CiURYsWJBKqw2XlzX2B7pC\neNeOHnd7GL6iYeI+qnEmH25gKHMc9l45SHAw3eE+dgNO0L6YoSXJg5Y5tzOGxowGOctQx6zHA7hX\nVU90LxZMp+nOJzupEKH9dHvzNvlXUSG8781TeWTNdl7fn9gpwZSITYB/NvN0hpIdbxCRc3AiygtU\nNUetXYKyxsni8sTyisTuBM3u1x6G1zhPDNlf0HtpVJ20tRczZjTLZclH0no8kx0Hewe496kuzj1u\nCkeMs5URTWF8+JTp9A0oD6zcXOihmPQ8BcwTkdkiUgNcDCzxbyAiJwH/gxNMb8/dUNI9w9bJ8NIP\nf3eCRka2xTuA092jJuH2sEA4qk7a2osZM5rlMqCOW4/3IbcF049FJLDXW/bq8crTz1ZsYvfBPq54\nS1uhh2JGsflTx3LsEWP58dMbCz0UkwZV7QeuBR4CXgTuU9UXROSrInKBu9l/4ESmPxKRFSKyJGR3\nGQo709ZM9ERFCO+sERake/2rvQx2VCCcrE7a2osZM1oVelLiA0Cb24LpN8AdQRup6m2qukBVF7S2\ntuZ1gMVucFC5/bHXOPaIsZzaNqHQwzGj3IdPmc7Kjbt5edveQg/FpEFVl6rqUao6R1UXu7ddr6pL\n3O/PUdXJvjK9C6L3mK6w8okbcYLdqAVbwjprRJXD9eEcJyQLhG0ZZmNMsFwG1Enr8VS1x1eD97/A\nKTkcT1n63UvbeXnbPq5822xEpNDDMaPchSdOpapC+IllqU1GosonvJUR74p4fFAmOVkbvjhlJlYn\nbYwJlsuAOk49nr+/2wU4pxlNTKrKLY+sZfqEMXzg+KmFHo4xtDTWcvbRk7j/2U30DwwWejimpCWW\nT8DQKoQtwHURjw3KGHtBemUKjwnbh9VJG2OGy1lAHbMe77Mi8oKIPAd8Fvh4rsZTjpa9tpNnNuzi\n0287kqrKQlfvGOP48CnT6d57mD+s3VHooZiykdhdo8e9BBF3uzZG1lK341QWZpJltjppY8xIOe1D\nrapLgaUJt13v+/5LwJdyOYZy9g8/e56G2ioGFes7bfIi6nV26WlOhu+dx0xiYkMNdy/bwDuOnpSv\noZmyFrb4SiJ/r2qvpR0MD3q974N6SRtjTHosrVmint+0m1e27+OsOc1UW3baFJGaqgouXTiT3764\njc6e/YUejikLcRMGib2qwyYohmWZOxgqK2kjfFlzY4wZziKxEvWt371CbVUFpx0ZNdvdmMK4/IxZ\nVFUItz+2vtBDMWUhky4acYPxa4DLCV60xRhjollAXYJWdO3ioRe2cda8FuqqwybYGFM4k8fW8f7j\np/Kj5V3sOdRX6OGYkpdJF404wXgHcCvxM9zGGDOcBdQl6D8eeonmhhrOmtNS6KEYE+qTZ81mf+8A\n9/6pK/nGxkRqJ7r3NAQv+hJ3suEiwpc2t/kpxpjkLKAuMY+t3cFja3u45h1zqbXstClib5o2joWz\nJ/L9x9dbCz2TBTcS3kfav+hLOi3tooJmW7TFGJOcBdQlRFX594fWMHVcHe2n2Zu8KX6fPGs2m3Yd\n5JerthR6KKbk+XtAw1A/6cRFX9aTeku7sPdTwRZtMcbEYQF1CfnV81t5rmsXnzvnKKudNiXhnGMn\nc/TkJv77t6/QZ1lqkzEvYFag3/26nsxb3gWtgCjAVVnYtzFmNLCAukQc7P3/7d15mBT1ncfx93eG\nmeEaQGA45HBQOUQ8Q1DU9cID0ahxkaDrgTFLTNTok+RJPJKsMccmceMmu9F4JAYlGA3xCFlJvNGg\ncqkwCAiiIAwiMCC3MAN894/6oe3QPXTT0109w+f1PPVMdXV19+dXXV39nepfVe3kx08tYEC3ci46\ntkfccUTSUlxkfPvs/iyp2cLEWbocuRSqZFdAHA/cHWcoEWlCVFA3EXdPWcyK9R/zw/MP11URpUk5\n47AuHNu7A79+fhHb6nbGHUearEzPEZ3p/LoCoojsO1VmTcDSmi3c+9J7XHj0gTrvtDQ5ZsZ3hw9g\n1cbtPPjq0rjjSJNU/9LjeztHdKbzi4hkRwV1E3D7/82npNi4ecRhcUcR2SfHHdyJU/tXcPeUd1m/\ntTbuONLkJLv0eEPniM50fhGR7KigLnBPVa3khbdXc+MZ/ejarmXccUT22XeHD2Dz9h385KkFcUeR\nJifVae0aa7qISHZUUBew1Zu28b0n53JUz/ZcdWJl3HFEsnJY93aMPflgJr5ezdR3auKOI0mY2XAz\nW2hmi83spiT3n2xmb5jZDjMbmb9kqU5r11jTRUSyo4K6QLk7tzz+Fltqd/LLUUfpQERpFm4Y1pc+\nndtwyxNz+bhWBygWEjMrBu4CzgEGApeY2cB6sy0DxgAP5zddstPaNXQVxBFEZ+tId34RkeyoSitQ\nj72xgucWrOI7Z/fn0C7lcccRaRQtS4r5z4uOYNm6rdz57MK448hnDQEWu/t77l4LPAJckDiDuy91\n9yqiU2HkUbLT2qW6CuIE4EE+eylxA65MMb+ISPZUUBegJTVb+OGkeQyp7MhVJ/aJO45Iozr+4E5c\nelxvfjd1CVMWro47jnyqB7A84XZ1mJYxMxtrZrPMbNaaNWsaJVz6p7VLdkCiA5MbKYeIyJ5UUBeY\nrbU7uGb867QoNu780lEUF9X/2VKk6fv+uQPp37WcGx6ZzfJ19Ysfaerc/T53H+zugysqKvL86jog\nUUTyr0XcASTy8PRluDuPzlrOolWbGHNiJS8v0oFb0jw8PH3PYubcI7pz15TFjLr3Na455RBK6h0n\ncOlxOoAsz1YAvRJu9wzTmpiOwNok07U+iUjuaA91AXnl3bVUVW/grIFd6at+09LMdWpbxqjBvVi5\nYRuPv1HNLve9P0hyaSbQ18z6mFkpMBqYFHOmDE0ANiaZXooOSBSRXFJBXSCqqtfz97krOfzAdpzc\nL98/kYrEY0C3dpw1sCtzqjcwac4HuIrq2Lj7DuA64GlgAfBnd59nZreb2fkAZvZ5M6sGLgbuNbN5\n8SVO5lagLsn0cnRAoojkkrp8FICXF61h4qxqDurUmlGDe2GmftOy/zilXwXb6nby8js1lBYXcc6g\nbvoMxMTdJ1Pv6D13/0HC+EyiriAFKlU/6XV5TSEi+x8V1DF7Y9lHXPPH1+nSrozLj6/cox+pSHNn\nZpx9eDdqdzpTF0fHDQwf1C3mVNI09QbeTzFdRCR3VL3FaOo7NVz2u+lUlJcx5oRKWpUWxx1JJBZm\nxnlHduf4gzsydXENj8xYxrY6XfhFMpXpBWBERBqHCuqYPFW1kqvGzaB3x9ZM/OpQyluWxB1JJFZF\nZnzhyAMZMagb8z7YyCX3T2P1xm1xx5ImJZMLwIiINB4V1Hm2a5dzz0vvct2f3uConh14dOxQurRr\nGXcskYJgZpzUt4JLhvRmwcqNDP/1P3l+waq4Y0mTku4FYEREGo/6UOfRhq11fGvibJ5bsJpzj+jO\nf118lLp5SLOR7FzT+2pQj/Z8+aRKrv/TbK5+cBZXDD2I7wwfQNsybbJERKTwaA91nkx9p4Zz//ef\nvLRoDbd9YSC/ufQYFdMiDTi0SzlPXnsCV5/Uh4dee59hv5zCX2ev0Kn1RESk4KigzrE1m7ZzwyNv\nctnvp1NSXMSfvzqUMSf20WnBRNJQ1qKY7583kCe+fgJdyltywyOzGXXva7z6bo0KaxERKRj6/TRH\nPtpSy++nLmHcq0up3bGLbwzry9dPPYSWJdorLZKpY3ofwJPXnsijM5fzq+cWcen90xlS2ZGvnXYI\np/StoKhI/6CKiEh8VFA3ssWrN/PozGU8PH0ZW2p3MuKIbnzrrP4cUtE27mgiTVpxkXHpcb256Nge\nPDpzOb+d8i5X/WEmvTq2YvTno+nd27eKO6aIiOyHVFA3gmVrt/LC26v4W9VKXn//I1oUGcMHdeP6\n0/vSv1t53PFEmpWWJcVceUIllwzpzTPzP2TCtGXc8fRC7nh6Icf07sA5g7pxcr8K+nUp155rERHJ\ni5wW1GY2HPg1UAz8zt1/Vu/+MuAh4HPAWuBL7r40l5mytX3HTpbUbGHO8vXMXr6e6UvW8d6aLQD0\n7dKWW0YM4IvH9KSivCzmpCLNW2mLIs478kDOO/JAltRsYfLclUyeu5KfTn6bn05+m05tShnSpyNH\n9GzPoAPbM6B7ORVty3T8goiINLqcFdRmVgzcBZwJVAMzzWySu89PmO1q4CN3P9TMRgM/B76Uq0wA\n7s6OXc7OXdHf2h27qN2xi211O9lau5OP63awadsONnxcx4aP66jZtJ0PN25j5YZtvL92K9UfbWVX\nOBaqfasSju7VgcuOO4jTB3ShsnObXEYXkRT6dG7DtacdyrWnHcqK9R/z6uIaXntvLTOWrOPvb334\nyXxtSos5qFMbeh7Qiq7tWtK1XRkHtCmlQ6tS2rcqoXVZMa1Li2ld0oLSFkWfDC2KjOIio0WRqSAX\nEZE95HIP9RBgsbu/B2BmjwAXAIkF9QXAbWH8L8BvzMy8kQ/f//K4mby0aA07d2X+tEUGnduW0a19\nS47s2Z4Lj+nBIRVtOKJHe/p0bqMvV5EC06NDKy4e3IuLB/cCYP3WWuZ/sJGFqzbx/tqtLKnZwtK1\nW5i+ZB0bPq7bp9coLjK+eWY/rj3t0MaMLiIiTZTl6tRTZjYSGO7uXwm3LweOc/frEuZ5K8xTHW6/\nG+apqfdcY4Gx4WZ/YGFOQmemM1Cz17mahubUFmhe7WlObQG1B+Agd6/IRZhCZGZrgPf34aGFuq4o\nV2aUKzPKlZl85Eprm90kDkp09/uA++LOkcjMZrn74LhzNIbm1BZoXu1pTm0BtWd/tK//PBTqslWu\nzChXZpQrM4WUK5cXdlkB9Eq43TNMSzqPmbUA2hMdnCgiIiIi0iTksqCeCfQ1sz5mVgqMBibVm2cS\ncGUYHwm80Nj9p0VEREREcilnXT7cfYeZXQc8TXTavAfcfZ6Z3Q7McvdJwO+B8Wa2GFhHVHQ3FQXV\nBSVLzakt0Lza05zaAmqPpK9Ql61yZUa5MqNcmSmYXDk7KFFEREREZH+Qyy4fIiIiIiLNngpqERER\nEZEsqKBugJkNN7OFZrbYzG5Kcn+ZmT0a7p9uZpX5T5m+NNrzTTObb2ZVZva8mR0UR8507a09CfP9\nq5m5mRXEqXWSSactZjYqvD/zzOzhfGfMRBrrWm8ze9HM3gzr24g4cqbDzB4ws9XhvPnJ7jcz+5/Q\n1iozOzbfGZubdD/becqy1MzmmtlsM5sVpnU0s2fN7J3w94A85NhjPUyVI5/rZIpct5nZirDMZid+\nvs3s5pBroZmdncNcvcI2Zvc284YwPdZl1kCuWJeZmbU0sxlmNifk+mGY3ifUN4stqndKw/S81D8N\n5BpnZksSltfRYXp822N315BkIDqQ8l3gYKAUmAMMrDfP14F7wvho4NG4c2fZntOA1mH8a029PWG+\ncuBlYBowOO7cWbw3fYE3gQPC7S5x586yPfcBXwvjA4GlceduoD0nA8cCb6W4fwTwd8CA44HpcWdu\nykO6n+085lkKdK437RfATWH8JuDnecixx3qYKkc+18kUuW4Dvp1k3oHh/SwD+oT3uThHuboDx4bx\ncmBReP1Yl1kDuWJdZqHdbcN4CTA9LIc/A6PD9HsSttt5qX8ayDUOGJlk/ti2x9pDndonl05391pg\n96XTE10APBjG/wIMMyvYa5HvtT3u/qK7bw03pxGdO7xQpfP+APwI+DmwLZ/hMpROW/4duMvdPwJw\n99V5zpiJdNrjQLsw3h74II/5MuLuLxOdhSiVC4CHPDIN6GBm3fOTrllK97Mdp8Rt/4PAhbl+wRTr\nYaoceVsn0/h8JLoAeMTdt7v7EmAx0fudi1wr3f2NML4JWAD0IOZl1kCuVPKyzEK7N4ebJWFw4HSi\n+gb2XF45r38ayJVKbNtjFdSp9QCWJ9yuZs+V/pN53H0HsAHolJd0mUunPYmuJvovr1DttT3hp55e\n7v5UPoPtg3Tem35APzN7xcymmdnwvKXLXDrtuQ24zMyqgcnA9fmJlhOZfrakYYW2PB14xsxeN7Ox\nYVpXd18Zxj8EusYTLWWOQliG14Wf3B9I6BITS67QHeEYor2bBbPM6uWCmJeZmRWb2WxgNfAs0d7w\n9aG+qf/aeat/6udy993L6ydhef23mZXVz5Ukc06poJY9mNllwGDgjriz7CszKwLuBL4Vd5ZG0oKo\n28epwCXA/WbWIdZE2bkEGOfuPYl+ohsf3jORQnOSux8LnANca2YnJ97p0e/MsZ9/tlByBL8FDgGO\nBlYCv4wriJm1BR4DbnT3jYn3xbnMkuSKfZm5+053P5ro1+khwIB8Z0imfi4zGwTcTJTv80BH4Lsx\nRgRUUDekuV06PZ32YGZnALcC57v79jxl2xd7a085MAiYYmZLifpSTbLCPDAxnfemGpjk7nXhZ79F\nRAV2IUqnPVcT9c3D3V8DWgKd85Ku8aX12ZK0FdTydPcV4e9q4AmiQmPV7p+Rw9+4umClyhHrMnT3\nVaEI2gXcz6ddFPKay8xKiIrWCe7+eJgc+zJLlqtQllnIsh54ERhK1GVi90UAE1877/VPQq7hoeuM\nhzrlD8S4vHZTQZ1ac7t0+l7bY2bHAPcSFdOF3EcX9tIed9/g7p3dvdLdK4n6hJ/v7rPiidugdNa1\nJ4n2TmNmnYm6gLyXz5AZSKc9y4BhAGZ2GFFBvSavKRvPJOCKcHT58cCGhJ+UJXPprD95YWZtzKx8\n9zhwFvAWn932Xwn8NY58DeSIdZ2s12f1i0TLbHeu0eEMEX2IdgrMyFEGI7oa8wJ3vzPhrliXWapc\ncS8zM6vY/aunmbUCziTq3/0iUX0Dey6vnNc/KXK9nfBPkRH1605cXvGs+3s7anF/Hoh+il5E1I/o\n1jDtdqLCDKIiYCLRQQIzgIPjzpxle54DVgGzwzAp7szZtKfevFMo0LN8pPneGFEXlvnAXMJR14U6\npNGegcArREevzwbOijtzA235E9FPsHVEvxRcDVwDXJPw3twV2jq3kNezpjIkW39iynFwWEfnAPMS\n1uVOwPPAO2G72TEPWZKth0lz5HOdTJFrfHjdKqICp3vC/LeGXAuBc3KY6ySi7hxVCd9pI+JeZg3k\ninWZAUcSnUmqiqg4/UHCZ2AGUZ0zESgL0/NS/zSQ64WwvN4C/sinZwKJbXusS4+LiIiIiGRBXT5E\nRERERLKgglpEREREJAsqqEVEREREsqCCWkREREQkCyqoRURERESyoIJa9htmdkvcGUREJDUzu9HM\nWmf4mH8xs3lmNjucqzidx+j7QBqVTpsn+w0z2+zubePOISIiyYUr2w5295oMHnMPMNXd/5jBY/R9\nII1Ke6ilWTKzJ83s9bDXYqyZ/QxoFfZgTAjzXGZmM8K0e82sOEzfbGZ3hMc+Z2ZDzGyKmb1nZueH\necaY2V/D9HfM7D9ibK6ISF6Y2RVmVmVmc8xsfJhWaWYvhOnPm1nvMH2cmY1MeOzm8PfUsO38i5m9\nbWYTwpXtvgEcCLxoZi8mee1hZvammc01swfC1QO/AowCfrR7217vMZ/5LgjT9H0gjS9fV5DRoCGf\nA59e/aoV0ZWUOgGbE+4/DPgbUBJu3w1cEcadcDUq4AngGaAEOAqYHaaPIbo6WKeE19AV8jRo0NBs\nB+BwoitYdg63d29n/wZcGca/DDwZxscBIxMevzn8PRXYAPQk2rH3GnBSuG/p7uev99otgeVAv3D7\nIeDGZK9T73F7fBckZgnj+j7QkPXQInWpLdKkfcPMvhjGewF9690/DPgcMNPMINoIrg731QL/CONz\nge3uXmdmc4HKhOd41t3XApjZ40SXlJ3VyO0QESkUpwMTPXTHcPd1YfpQ4KIwPh74RRrPNcPdqwHM\nbDbRtnVqA/P3B5a4+6Jw+0HgWuBXe3mdZN8Fa+vNo+8DyZoKaml2zOxU4AxgqLtvNbMpRHs3PjMb\n8KC735zkKercfffBBbuA7QDuvsvMEj8z9Q9A0AEJIiKf2kHoWmpmRUBpwn3bE8Z3koN6JM3vAtD3\ngTQC9aGW5qg98FHYgA4Ajg/T68ysJIw/D4w0sy4AZtbRzA7K8HXODI9rBVwIvNIY4UVECtQLwMVm\n1gmi7WaY/iowOoz/G/DPML6UaM8vwPlEXSX2ZhNQnmT6QqDSzA4Nty8HXtrLc6X6LgB9H0gjU0Et\nzdE/gBZmtgD4GTAtTL8PqDKzCe4+H/ge8IyZVQHPAt0zfJ0ZwGNAFfCYu+vnPRFpttx9HvATx1JS\nggAAAJdJREFU4CUzmwPcGe66HrgqbEsvB24I0+8HTgnzDgW2pPEy9wH/qH9QortvA64CJobuFruA\ne/byXKm+C3a/jr4PpNHotHki+8DMxhAddHJd3FlERCQ++j4Q0B5qEREREZGsaA+1iIiIiEgWtIda\nRERERCQLKqhFRERERLKgglpEREREJAsqqEVEREREsqCCWkREREQkC/8PxHfMJakrA1wAAAAASUVO\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1160ab780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 体感温度 atemp 数据分布\n",
    "\n",
    "fig=plt.figure(figsize=(12,4))\n",
    "plt.subplot(121)\n",
    "sns.distplot(train_data.atemp, bins=30, kde=True)\n",
    "plt.xlabel('atemp')\n",
    "plt.ylabel('prob')\n",
    "plt.title(\" histogram of atemp\")\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.scatter(range(train_data.shape[0]), train_data.atemp,color='yellow')\n",
    "plt.xlabel('count of atemp')\n",
    "plt.ylabel('atemp')\n",
    "plt.title(\"distribution of atemp\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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43P2Ni2YO94YqzuC6Ur3KaTeEig35CrvHotaNI37h8Gvg90hfRmlx8/6UieWO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\nXGxKXgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1159d2c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 湿度 hum 数据分布\n",
    "\n",
    "fig=plt.figure(figsize=(12,4))\n",
    "plt.subplot(121)\n",
    "sns.distplot(train_data.hum.values, bins=30, kde=True)\n",
    "plt.xlabel('hum')\n",
    "plt.ylabel('prob')\n",
    "plt.title(\" histogram of hum\")\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.scatter(range(train_data.shape[0]), train_data.hum,color='yellow')\n",
    "plt.xlabel('count of hum')\n",
    "plt.ylabel('Hum')\n",
    "plt.title(\"distribution of hum\");\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WYccwDAcTyoZhGPXPJGC97/0Gd1kh7xGRl0XkQRGZEnQgEblZRBaJyKL29vYsbK0gc4HB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\nvrMWan4jAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1157cc5c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 风速 windspeed 数据分布\n",
    "\n",
    "fig=plt.figure(figsize=(12,4))\n",
    "plt.subplot(121)\n",
    "sns.distplot(train_data.windspeed.values, bins=40, kde=True)\n",
    "plt.xlabel(' windspeed')\n",
    "plt.ylabel('prob')\n",
    "plt.title(\"histogram of windspeed\")\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.scatter(range(train_data.shape[0]), train_data.windspeed,color='yellow')\n",
    "plt.xlabel('count of windspeed')\n",
    "plt.ylabel('windspeed')\n",
    "plt.title(\"distribution of windspeed\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 从以上分析中找出 hum 特征和 windspeed 特征中都含有离群点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 对离群点进行处理\n",
    "train_data= train_data[train_data['hum']>0.2]\n",
    "train_data= train_data[train_data['windspeed']<0.5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 输入训练特征相关性分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1Fcoi9/8vONWrTkym/PXbGL9Rzpj//PFzeSo/QKnXnLh3OZr7V6+jJemJ3HwI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AAAAg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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1159a0c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 通过热力图反馈输入特征之间相关性\n",
    "\n",
    "cols=train_data.columns \n",
    "data_corr = train_data.corr().abs()\n",
    "plt.subplots(figsize=(12, 8))\n",
    "sns.heatmap(data_corr,annot=True)\n",
    "\n",
    "sns.heatmap(data_corr, mask=data_corr < 1, cbar=False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "temp and atemp = 1.00\n",
      "season and mnth = 0.83\n",
      "atemp and cnt = 0.78\n",
      "temp and cnt = 0.77\n",
      "weathersit and hum = 0.64\n",
      "season and cnt = 0.54\n"
     ]
    }
   ],
   "source": [
    "# 计算相关系数,系数越大,特征之间越接近线性相关,需对特征做处理\n",
    "threshold = 0.5\n",
    "\n",
    "corr_list = []\n",
    "size = data_corr.shape[0]\n",
    "\n",
    "for i in range(0, size): \n",
    "    for j in range(i+1,size): \n",
    "        if (data_corr.iloc[i,j] >= threshold and data_corr.iloc[i,j] < 1) or (data_corr.iloc[i,j] < 0 and data_corr.iloc[i,j] <= -threshold):\n",
    "            corr_list.append([data_corr.iloc[i,j],i,j]) \n",
    "         \n",
    "s_corr_list = sorted(corr_list,key=lambda x: -abs(x[0]))\n",
    "\n",
    "for v,i,j in s_corr_list:\n",
    "    print (\"%s and %s = %.2f\" % (cols[i], cols[j], v))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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V/PmfzQ38bt1IfB4X7Sf9DPdWcP+mtqwdWieOrk6WArqYc8q8fLumeVrO6t9S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\ngpIapKykVurOPPfJrMqwfem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IhWMtI1ICTK5twURfJBGRC6GAVIYSBVADoTNVuZfEz4kS\nK6LEll7r3uPUjfQlG+u90xng71/8JSdOBXNW/c61LZi6rScicr60ZVeGEmc8iaw6r9uVXNEkVkSp\nW3rNN30Mn9sFFi6r8fDEHzewbkFjzhYU2bYFlcQgIh+Vfp0tM4mLqiN8blqaprB2R3vaqqh173EA\nHrvjutjdoowEhMQK52wrnWzbgkpiEJGPSgGpjGTLfls1r4Fan5tv3zmd9T9/mzUvt9NxOojPE1sR\nXegWW6K1OVz4a4iIpFKlhjLiD4ZZuH5X2tnOjAm1tDRNoaX1AKubY8GpJxTNWnFBRKRAVKlhqMmV\n/VY3qppXD3eyZGMbJ08FwaBgJCJFRwGpjOQq4ZO44LrzSBejL6lUeraIFKWCBiRjzCxjzEFjTLsx\n5q+zfHypMeZNY8w+Y8x/GGM+Vsj5lLts2W8r5tSzdkc7EE/NDkaSNeZSy//4g2G1ixCRQVWwMyRj\njBM4BNwGHAN2As3W2jdTxtwMvGatDRhj7gE+Y63947O9rs6Qzi6z9cTpnj5GDavkaFeA6konVRUu\nquLp2dmqgudK9RYR+QgG/QzpRqDdWnvYWhsCNgFfSB1grd1hrQ3EH/4nMLaA8xkSEtlvNmoJhMIs\nfW4vkx/eyoPP7ydqweN04HCYtPI/n7/uclqapjDC56Y7pJWSiAyOQgakK4CjKY+PxZ/L5c+BrQWc\nz5DSE46yZGN6Fe8lG9vojUSBMwkQiWKrLa0HmPzwVhZt2K1uryIyKIoiqcEYcyfQCDye4+OLjDG7\njDG7Ojo6BnZyJepc9eYSCRD33lyXVmw10T8p0KdeRiIysAoZkN4Frkx5PDb+XBpjzK3AQ0CTtTaY\n7YWstU9ZaxuttY0jR44syGRLwfkkIZyraV4iAaJuVLUKpYpIUShkQNoJTDTGXGWMcQPzgNbUAcaY\nacCTxILRyQLOpWRlBqGnf3o42fX1bFtrsYDTkFFvriFZby5R/icQCqvbq4gUhYJWajDGfB5YBTiB\np621jxpjvgHssta2GmO2A9cB78U/5R1rbdPZXnMoZdllKwW0Yk49K186SOve48yYUMs/3t0YHwte\nj5NAMJJc3Zzu7eODQB9XjvBytCvApd4Kaior0rLosjfbU7adiFxUef1jotJBRexspYBmrvoJtzeM\n4f9rmsLpYJhlm/eldW/1eVz8+Xf7f+66BY39as9lpoqrUKqIXGSDnvYtH9HZSgEB3H/rJD4I9LFs\nc2ZSQhvRKHmfDSVSxdXtVUQGkwJSETtbKaAZE2oZV+vlyhHe7IHH49TZkIiUFAWkIpatFNDq5gbq\nRvn4x7sb6Q6GOdoVyBp4uoNhvn3n9WqiJyIlQ2dIRS7b+Q7Eyv5sfO3XNN84jmAkmnaGtGJOPS/s\nOUbzTePweVxUVuhsSEQGVV7/8KizWpHL1gjPHwwny/60d3SzfNZknpo/Ha/bRftJfzIL79XDXaxb\n0Jg8GxIRKWb6V6oEpSY7tO49Tuve4/zq7z/P5Ie3Ek65l6QLriJSSnSGVIKyJTvkOktSEoOIlAoF\npBKULdnhUm9FlsoMSmIQkdKhpIYSlSvZQRdcRaQI6WJsOcmsaQf0u8yqC64iUsoUkEpAot7cwvW7\nmPTQVp7+6WG1HheRsqOAVAIyu7vePm0sX3lmN0u/18b7p4NgwN+rwCQipU1p3yUgNc070VBvZI2H\npbdNZvmWfarSLSJlQSukEpCa5p1oqKdOryJSbrRCKgJpGXPBCA4HaeV+vBVOvn3n9XwQ6MMY2L70\n07mLquoirIiUKK2QBllmwsLCDbvo6g6x9Httya6w1lpCkSgPPr+fSQ9t5cHn9+MPqtOriJQXBaRB\nlpqwkNh6W7Z5H/d8pi5tG27xxra0MetfeZvVuggrImVEW3aDIHWL7lxN+HYe6cLncfUbs+bldu79\nbB3rFjTqIqyIlAWtkAZY5hbdO53Za9C1n/Qn3+/OsT3X0xfVRVgRKRsKSAMsc4vuiR8e4vG59Wlb\nb4/PredbP2pP24bLrF2n7TkRKTeqZTfAotYy6aH0NhG3N4zhkduvw+vJnmXncJisteu0IhKREqFa\ndsUoW+uIE6di1RYcxlBd6cLr7r8Npzp1IlLuFJAGmLbfRESyU5bdAHM4DLU+t7LjREQyKCANgsT2\nG5B8KyIy1GnLTkREioICkoiIFAUFJBERKQoKSBcos6W4muOJiHw0OlG/AInyP4s37vlIzfF02VVE\n5AytkC5Atgrd59scr1/biXirCa20RGSoUkC6ALkqdJ9Pc7yLEdRERMqJAtIFyFb+53yb412MoCYi\nUk4UkC7AxSj/czGCmohIOVG17wv0URMSLlZihIhICcjrH7WCBiRjzCxgNeAEvmOt/YeMj38KWAXU\nA/Ostf96rtcsloB0MSjLTkSGiMFtP2GMcQJrgdnANUCzMeaajGHvAHcD/1KoeRQztZQQETmjkGdI\nN5X/TO4AAAd9SURBVALt1trD1toQsAn4QuoAa+0Ra+0+IFrAeVx0uhQrInLxFTIgXQEcTXl8LP5c\nSdP9IRGRwiiJLDtjzCJjzC5jzK6Ojo5BnYvuD4mIFEYhA9K7wJUpj8fGnztv1tqnrLWN1trGkSNH\nXpTJXSjdHxIRKYxCBqSdwERjzFXGGDcwD2gt4H9vQOj+kIhIYRQsIFlrw8B9wDbgl8Bz1toDxphv\nGGOaAIwxNxhjjgFzgSeNMQcKNZ+L5WJcihURkf50MfYC6P6QiMh5yesfSLWfuACJ+0NA8q2IiHw0\nJZFlVwi6SyQiUlyG5K/3qiMnIlJ8huQKSXeJRESKz5AMSLpLJCJSfIZkQNJdIhGR4jMkA5LuEomI\nFJ8hmdTgcBhqfW7WLWjUXSIRkSIxJAMS6C6RiEixGZJbdiIiUnwUkEREpCgoIImISFFQQBIRkaKg\ngCQiIkVBAUlERIqCApKIiBQFBSQRESkKCkgiIlIUFJBERKQoKCCJiEhRUEASEZGioIAkIiJFQQFJ\nRESKggKSiIgUBQUkEREpCsZaO9hzOC/GmA7g14M9jwyXAe8P9iTOQXO8eEphnprjxaE5XhzvW2tn\nnWtQyQWkYmSM2WWtbRzseZyN5njxlMI8NceLQ3McWNqyExGRoqCAJCIiRUEB6eJ4arAnkAfN8eIp\nhXlqjheH5jiAdIYkIiJFQSskEREpCgpI58EYM8sYc9AY026M+essH/+UMeZ1Y0zYGPNHRTrHpcaY\nN40x+4wx/2GM+VgRzvGrxpj9xpg2Y8zPjDHXFNscU8bNMcZYY8yAZznl8XW82xjTEf86thljvjzQ\nc8xnnvExX4z/vTxgjPmXYpujMeZ/pHwdDxljPizCOY4zxuwwxuyJ/3x/fqDn+JFZa/Unjz+AE/gV\nMAFwA3uBazLGjAfqgQ3AHxXpHG8GvPH37wG+V4RzHJbyfhPwg2KbY3xcDfAT4D+BxmKbI3A38L8G\n+u/hBcxzIrAHuDT+eFSxzTFj/F8ATxfbHImdJd0Tf/8a4Mhgfu8v5I9WSPm7EWi31h621oaATcAX\nUgdYa49Ya/cB0cGYIPnNcYe1NhB/+J/A2CKc46mUhz5goA86zznHuL8DVgC9Azm5uHznONjymedC\nYK219gMAa+3JIpxjqmZg44DM7Ix85miBYfH3LwGOD+D8LgoFpPxdARxNeXws/lwxOd85/jmwtaAz\n6i+vORpj7jXG/Ar478DiAZpbwjnnaIy5HrjSWvvvAzmxFPl+r+fEt2/+1Rhz5cBMLU0+85wETDLG\nvGKM+U9jzDlv9F9kef/cxLe4rwJeHoB5pcpnji3AncaYY8CLxFZyJUUBaYgyxtwJNAKPD/ZcsrHW\nrrXWXg0sBx4e7PmkMsY4gCeArw32XM7h/wDjrbX1wA+B9YM8n1xcxLbtPkNs9bHOGDN8UGeU2zzg\nX621kcGeSBbNwHettWOBzwPPxP+uloySmuwgexdI/Q1zbPy5YpLXHI0xtwIPAU3W2uAAzS3hfL+O\nm4DbCzqj/s41xxrgWuBHxpgjwO8ArQOc2HDOr6O1tjPl+/sdYPoAzS1VPt/vY0CrtbbPWvs2cIhY\ngBoo5/N3ch4Dv10H+c3xz4HnAKy1rwKVxOrclY7BPsQqlT/Efos7TGy5njhUnJJj7HcZnKSGc84R\nmEbscHRisX4dU+cG/AGwq9jmmDH+Rwx8UkM+X8fLU97/Q+A/i/T7PQtYH3//MmJbU7XFNMf4uN8G\njhC/v1mEX8etwN3x9z9O7AxpwOf6kf4/B3sCpfSH2DL4UPwf9Ifiz32D2EoD4AZiv+11A53AgSKc\n43bgBNAW/9NahHNcDRyIz2/H2YLBYM0xY+yAB6Q8v46Pxb+Oe+Nfx98e6DnmOU9DbAv0TWA/MK/Y\n5hh/3AL8w2B8DfP8Ol4DvBL/frcBnxusuV7oH1VqEBGRoqAzJBERKQoKSCIiUhQUkEREpCgoIImI\nSFFQQBIR+b/t3TFrFFEYheH3gIWFRUCx0CagASsJCAFBLERs7cUqYGOtIBYSsVBQf4CdINpbWlin\nCCgYi4CIf0ArA3b7WdwJbGxkwdm9Me8DW8wwDHeK5XCH4XzqgoEkjSDJUpLbi16HdJAYSNI4lgAD\nSZqBgSSN4wlwZpif8zTJ3SRbQ9HpQ4Aky0l2krwcZuy8TnJ1KBn9kmRtuG4jyaskm8P5Wwt9Mmkk\nBpI0jnvA16papRWbrtBGCKwCF5JcHq47Czyn1dKcA24Al4A7wP2p+50HrgAXgQdJTs3jIaR5MpCk\n8V0bfh+BD7Tg2SsP/VZV21U1odX8vK9Wn7JNG/i4521V/aqq77QaoLV5LV6alyOLXoB0CAR4XFUv\n9p1MloHptvXJ1PGE/f/PPzu+7PzSf8cdkjSOn7QxFQDvgPUkxwCSnE5ycsb7XU9yNMlx2tygrX+2\nUqkT7pCkEVTVj+HjhM+0sQBvgM0kALvATWCWIW+faK/qTgCPqurAjaeW/sa2b6lzSTaA3ap6tui1\nSGPylZ0kqQvukCRJXXCHJEnqgoEkSeqCgSRJ6oKBJEnqgoEkSeqCgSRJ6sJv0HV0tfBp8rsAAAAA\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115b2eb70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x115d73390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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2psbt704MlK9CUVyl45pPduL6h3cY9mispM+Xe63s87tLqsHf+thLaK9QwqlSNREnlT/I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\neRO5g9mDHuK6qlJ+9zi8WKRtJRsxFyyLs0kbved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      "text/plain": [
       "<matplotlib.figure.Figure at 0x115d72cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Vq7s6cUa8wfFuEqXWrzIzOlZaBrklnHC6XZGZR9jaFAtlN4lagDktQixSjWjB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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115fd0fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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YpTYpQWpniz8JeKHp8R7g3HHnnAZgZt8DIuBW59w32xVQOgX958xj1cD2sYWx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\nkgj/P750eEU46yUxAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115d26400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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+coTVwomqwHUVJwZzOGblisO656TjY+0lc06Lzh6sFh5drquwcg7SCRNW1uE+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\nIqLIYNAiIqLI+L/ytW+hk1xiHwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115d37f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for v,i,j in s_corr_list:\n",
    "    sns.pairplot(train_data, size=6, x_vars=cols[i], y_vars=cols[j])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "temp and atemp = 1.00\n",
    "season and mnth = 0.83\n",
    "atemp and cnt = 0.78\n",
    "temp and cnt = 0.77\n",
    "weathersit and hum = 0.58\n",
    "season and cnt = 0.54\n",
    "大于0.5的特征强线性相关：\n",
    "    1:气温和体感温度的相关性达到1，为完全相关类型\n",
    "    2:季节和月份也表现出了很强的相关性，达到0.83，可能是月份的信息冗余季节相关的特征\n",
    "'''\n",
    "# 根据相关性计算结果和热力图直观显示结果,atemp 和 mnth 与其他特征相关性较强,从特征组合中删除\n",
    "\n",
    "train_data = train_data.drop(['atemp','mnth'],axis=1)\n",
    "test_data = test_data.drop(['atemp','mnth'],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PAhWAE2QOoHO1EeO/4MDhI6Sk3KBlh+4M6PMWnb2fjFunQOa8wsFDxhIU+At6nY6Fi34j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\nK0JkeNJz+fq1GxQomJ9Vy9Zx69Yddh5ay9aQVfwyeTZXY69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PgzIo6n7Rg+Wdx3Ej8god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\n2Z42apVSSimlVLb3f7+TUVWsCPAlAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115b2e6d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 重新查看特征相关性\n",
    "cols=train_data.columns \n",
    "data_corr = train_data.corr().abs()\n",
    "plt.subplots(figsize=(12, 8))\n",
    "sns.heatmap(data_corr,annot=True)\n",
    "\n",
    "sns.heatmap(data_corr, mask=data_corr < 1, cbar=False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 分别保存训练集和测试集\n",
    "train_data.to_csv('Dataset/train.csv')\n",
    "test_data.to_csv('Dataset/test.csv')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
